[2025-12-10T20:15:04.147766] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-10T20:15:04.318620] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-10T20:15:04.484712] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-10T20:15:04.656389] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-10T20:15:04.656697] [WARN ] [STATE     ] State set to: WAITING
[2025-12-10T20:15:04.656751] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-10T20:15:04.724989] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-10T20:15:04.729484] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-10), and is a dependency of this service.
[2025-12-10T20:15:04.795302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-10T20:15:04.863702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-10T20:15:04.930395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-10T20:15:04.930652] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-10T20:15:04.930716] [INFO ] [CACHE     ] Starting cache update
[2025-12-10T20:15:04.930754] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-10T20:15:04.934541] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-10T20:15:04.934862] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-10T20:15:04.934906] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-10T20:15:04.934936] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-10T20:15:04.934966] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-10T20:15:05.009048] [DEBUG] [REMOTE    ] Fetched 3612 unique symbols from directory listing.
[2025-12-10T20:15:05.021504] [INFO ] [sig       ] Skipping 3611 symbols with existing configuration
[2025-12-10T20:15:05.023170] [INFO ] [sig       ] Found 1 active symbols to configure
[2025-12-10T20:15:05.023251] [INFO ] [sig       ] Starting parallel configuration with 4 worker processes
[2025-12-10T20:15:05.076075] [INFO ] [CONFIGURE ] DBD: Configurate test run.
[2025-12-10T20:15:05.076283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-12-10T20:15:05.097559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBD'.
[2025-12-10T20:15:05.098224] [INFO ] [CONFIGURE ] DBD: Testing with 29 available features
[2025-12-10T20:15:05.098279] [INFO ] [CONFIGURE ] DBD: Establishing baseline with no features...
[2025-12-10T20:15:05.308654] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:05.497449] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:05.757564] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:05.943016] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:06.129247] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:06.314862] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:06.501946] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:06.691494] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-04, Predicted=0.0, Actual=1
[2025-12-10T20:15:06.881733] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:07.075236] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:07.075370] [INFO ] [CONFIGURE ] DBD: Baseline score (no features): 40.00%
[2025-12-10T20:15:07.076506] [INFO ] [CONFIGURE ] DBD: Testing feature 1/29: add_bollinger_bands
[2025-12-10T20:15:07.076784] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands']
[2025-12-10T20:15:07.304827] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:07.572210] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:07.898816] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:08.199205] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-10T20:15:08.491658] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:08.726137] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:08.955677] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:09.192423] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-04, Predicted=0.0, Actual=1
[2025-12-10T20:15:09.427177] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:09.700608] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:09.700783] [INFO ] [CONFIGURE ] DBD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-12-10T20:15:09.701910] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 2/30 | Remaining: 28 | Rate: 25.6/min
[2025-12-10T20:15:09.701976] [INFO ] [CONFIGURE ] DBD: Testing feature 2/29: add_cumulative_delta
[2025-12-10T20:15:09.702010] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta']
[2025-12-10T20:15:09.934887] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:10.169063] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-10T20:15:10.408386] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:10.670296] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:10.909841] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:11.153280] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:11.401680] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:11.659095] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-04, Predicted=0.0, Actual=1
[2025-12-10T20:15:11.913136] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:12.166049] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:12.166203] [INFO ] [CONFIGURE ] DBD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-12-10T20:15:12.167390] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 3/30 | Remaining: 27 | Rate: 25.2/min
[2025-12-10T20:15:12.167447] [INFO ] [CONFIGURE ] DBD: Testing feature 3/29: add_daily_returns
[2025-12-10T20:15:12.167481] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns']
[2025-12-10T20:15:12.374721] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:12.581031] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:12.784558] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:12.986859] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:13.195893] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:13.405330] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:13.614943] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:13.822264] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:14.039324] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:14.250785] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:14.250940] [INFO ] [CONFIGURE ] DBD: KEPT add_daily_returns (score: 50.00%)
[2025-12-10T20:15:14.252420] [INFO ] [CONFIGURE ] JOB ETA: 60s | Tests: 4/30 | Remaining: 26 | Rate: 26.0/min
[2025-12-10T20:15:14.252488] [INFO ] [CONFIGURE ] DBD: Testing feature 4/29: add_ema
[2025-12-10T20:15:14.252537] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_ema']
[2025-12-10T20:15:14.525143] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:14.784673] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:15.040002] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:15.298529] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:15.559975] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-10T20:15:15.820347] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:16.094863] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:16.363343] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:16.620235] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:16.885195] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:16.885372] [INFO ] [CONFIGURE ] DBD: DISCARDED add_ema (score: 50.00%)
[2025-12-10T20:15:16.886823] [INFO ] [CONFIGURE ] JOB ETA: 59s | Tests: 5/30 | Remaining: 25 | Rate: 25.3/min
[2025-12-10T20:15:16.886877] [INFO ] [CONFIGURE ] DBD: Testing feature 5/29: add_exhaustion_signals
[2025-12-10T20:15:16.886910] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-10T20:15:17.161655] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:17.438276] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:17.722289] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:17.991823] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:18.263520] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:18.530075] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:18.812482] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:19.086885] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:19.362312] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:19.626488] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:19.626653] [INFO ] [CONFIGURE ] DBD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-10T20:15:19.627952] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 6/30 | Remaining: 24 | Rate: 24.7/min
[2025-12-10T20:15:19.628009] [INFO ] [CONFIGURE ] DBD: Testing feature 6/29: add_failed_moves
[2025-12-10T20:15:19.628042] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-12-10T20:15:19.841652] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:20.059475] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:20.267530] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:20.485817] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:20.707812] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:20.935699] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:21.155085] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:21.376527] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-04, Predicted=0.0, Actual=1
[2025-12-10T20:15:21.606372] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:21.828900] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:21.829045] [INFO ] [CONFIGURE ] DBD: DISCARDED add_failed_moves (score: 40.00%)
[2025-12-10T20:15:21.830349] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 7/30 | Remaining: 23 | Rate: 25.0/min
[2025-12-10T20:15:21.830403] [INFO ] [CONFIGURE ] DBD: Testing feature 7/29: add_lag_shelf
[2025-12-10T20:15:21.830436] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-12-10T20:15:22.039695] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:22.245630] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:22.454294] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:22.676329] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:22.890903] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:23.103268] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:23.309863] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:23.522703] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:23.736063] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:23.955780] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:23.955927] [INFO ] [CONFIGURE ] DBD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-10T20:15:23.957545] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 8/30 | Remaining: 22 | Rate: 25.4/min
[2025-12-10T20:15:23.957615] [INFO ] [CONFIGURE ] DBD: Testing feature 8/29: add_macd
[2025-12-10T20:15:23.957649] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-12-10T20:15:24.284221] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:24.606200] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:24.928693] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:25.262696] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:25.589386] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:25.911693] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:26.229740] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:26.564521] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:26.894937] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:27.234999] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:27.235174] [INFO ] [CONFIGURE ] DBD: KEPT add_macd (score: 60.00%)
[2025-12-10T20:15:27.236798] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 9/30 | Remaining: 21 | Rate: 24.3/min
[2025-12-10T20:15:27.236854] [INFO ] [CONFIGURE ] DBD: Testing feature 9/29: add_mfi
[2025-12-10T20:15:27.236888] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-12-10T20:15:27.591813] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:27.940861] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:28.280224] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:15:28.626155] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-10T20:15:28.966728] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:29.309443] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:29.654438] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:29.989261] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:30.337714] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:30.690157] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:30.690365] [INFO ] [CONFIGURE ] DBD: DISCARDED add_mfi (score: 60.00%)
[2025-12-10T20:15:30.691636] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 10/30 | Remaining: 20 | Rate: 23.4/min
[2025-12-10T20:15:30.691688] [INFO ] [CONFIGURE ] DBD: Testing feature 10/29: add_momentum_acceleration
[2025-12-10T20:15:30.691722] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-10T20:15:31.138745] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:31.550631] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-10T20:15:31.968465] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:15:32.380207] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:32.819222] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:33.262806] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:33.702257] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:34.131774] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:34.560852] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:34.980717] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:34.980872] [INFO ] [CONFIGURE ] DBD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-10T20:15:34.981825] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 11/30 | Remaining: 19 | Rate: 22.0/min
[2025-12-10T20:15:34.981877] [INFO ] [CONFIGURE ] DBD: Testing feature 11/29: add_obv_daily
[2025-12-10T20:15:34.981921] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-12-10T20:15:35.332132] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:35.683759] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:36.059488] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:36.422570] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-10T20:15:36.800784] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:37.181301] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:37.543542] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:15:37.901885] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:38.254742] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:38.619144] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:38.619301] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-10T20:15:38.620821] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 12/30 | Remaining: 18 | Rate: 21.4/min
[2025-12-10T20:15:38.620874] [INFO ] [CONFIGURE ] DBD: Testing feature 12/29: add_obv_interval
[2025-12-10T20:15:38.620907] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-12-10T20:15:38.959138] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:39.311490] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:39.662550] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:40.006941] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:40.407157] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:40.769971] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-02, Predicted=1.0, Actual=0
[2025-12-10T20:15:41.135005] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:41.505739] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:41.845621] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:42.188009] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:42.188161] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-10T20:15:42.189116] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 13/30 | Remaining: 17 | Rate: 21.0/min
[2025-12-10T20:15:42.189169] [INFO ] [CONFIGURE ] DBD: Testing feature 13/29: add_opening_strength
[2025-12-10T20:15:42.189201] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-12-10T20:15:42.562721] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:42.940160] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-10T20:15:43.309222] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:43.675206] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:44.035920] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:44.396522] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:44.779388] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:45.164458] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:45.544800] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:45.942601] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:45.942799] [INFO ] [CONFIGURE ] DBD: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-10T20:15:45.943842] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 14/30 | Remaining: 16 | Rate: 20.5/min
[2025-12-10T20:15:45.943901] [INFO ] [CONFIGURE ] DBD: Testing feature 14/29: add_order_flow_imbalance
[2025-12-10T20:15:45.943971] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-12-10T20:15:46.323465] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:46.701818] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:47.064753] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:47.430469] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:47.795010] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:48.152396] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:48.509888] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:48.884959] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:49.245096] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:49.609753] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:49.609954] [INFO ] [CONFIGURE ] DBD: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-12-10T20:15:49.611119] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 15/30 | Remaining: 15 | Rate: 20.2/min
[2025-12-10T20:15:49.611173] [INFO ] [CONFIGURE ] DBD: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-10T20:15:49.611207] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-12-10T20:15:49.981275] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:50.340393] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:50.702038] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:15:51.065967] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-10T20:15:51.419394] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:51.782076] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:52.134770] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:52.490992] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:52.852946] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:53.219673] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:15:53.219870] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-10T20:15:53.221046] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 16/30 | Remaining: 14 | Rate: 19.9/min
[2025-12-10T20:15:53.221100] [INFO ] [CONFIGURE ] DBD: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-10T20:15:53.221134] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-12-10T20:15:53.594076] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:15:53.988672] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:54.363416] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:15:54.741859] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:55.141198] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-10T20:15:55.521953] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:55.911476] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:15:56.293219] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:15:56.679746] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:15:57.086979] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-08, Predicted=1.0, Actual=0
[2025-12-10T20:15:57.087130] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-10T20:15:57.088606] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 17/30 | Remaining: 13 | Rate: 19.6/min
[2025-12-10T20:15:57.088661] [INFO ] [CONFIGURE ] DBD: Testing feature 17/29: add_pbf_return_2d
[2025-12-10T20:15:57.088694] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-12-10T20:15:57.483774] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:15:57.860683] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:15:58.261058] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:15:58.659435] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:15:59.053629] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:15:59.437070] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:15:59.846691] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:00.279169] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:00.810307] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:01.380741] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:01.380979] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-10T20:16:01.382267] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 18/30 | Remaining: 12 | Rate: 19.2/min
[2025-12-10T20:16:01.382349] [INFO ] [CONFIGURE ] DBD: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-10T20:16:01.382395] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-12-10T20:16:01.769727] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:02.185129] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:02.557314] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:02.924063] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:03.286964] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:03.648239] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:04.009245] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:04.377911] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-04, Predicted=0.0, Actual=1
[2025-12-10T20:16:04.742341] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:05.132276] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:05.132474] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-10T20:16:05.133659] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 19/30 | Remaining: 11 | Rate: 19.0/min
[2025-12-10T20:16:05.133712] [INFO ] [CONFIGURE ] DBD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-10T20:16:05.133762] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-12-10T20:16:05.487202] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:05.838565] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:06.186439] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:16:06.545486] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:06.913316] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:07.288338] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:07.649943] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:08.008799] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:08.371683] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:08.728334] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:08.728491] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-10T20:16:08.729735] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 20/30 | Remaining: 10 | Rate: 18.8/min
[2025-12-10T20:16:08.729790] [INFO ] [CONFIGURE ] DBD: Testing feature 20/29: add_price_rejection
[2025-12-10T20:16:08.729823] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-12-10T20:16:09.107247] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:16:09.503116] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:09.910437] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:10.318537] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:10.709223] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:11.089483] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:11.466605] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:11.851945] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:12.239724] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:12.650367] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:12.650557] [INFO ] [CONFIGURE ] DBD: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-10T20:16:12.652175] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 21/30 | Remaining: 9 | Rate: 18.6/min
[2025-12-10T20:16:12.652231] [INFO ] [CONFIGURE ] DBD: Testing feature 21/29: add_range_position
[2025-12-10T20:16:12.652265] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_range_position']
[2025-12-10T20:16:13.049399] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-10T20:16:13.455118] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:13.857933] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:16:14.247025] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-10T20:16:14.633064] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:15.027086] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:15.417041] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-03, Predicted=1.0, Actual=0
[2025-12-10T20:16:15.807987] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:16.212328] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:16.616527] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:16.616706] [INFO ] [CONFIGURE ] DBD: DISCARDED add_range_position (score: 60.00%)
[2025-12-10T20:16:16.618425] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 22/30 | Remaining: 8 | Rate: 18.4/min
[2025-12-10T20:16:16.618480] [INFO ] [CONFIGURE ] DBD: Testing feature 22/29: add_realized_volatility
[2025-12-10T20:16:16.618512] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-12-10T20:16:17.092217] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:17.560068] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:18.044040] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:18.525158] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:19.003522] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:19.502126] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:19.994855] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:20.480082] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:20.977224] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:21.466905] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:21.467081] [INFO ] [CONFIGURE ] DBD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-10T20:16:21.468284] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 23/30 | Remaining: 7 | Rate: 18.1/min
[2025-12-10T20:16:21.468339] [INFO ] [CONFIGURE ] DBD: Testing feature 23/29: add_recent_range_context
[2025-12-10T20:16:21.468373] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-12-10T20:16:21.844369] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:22.229431] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:22.619717] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-10T20:16:22.987845] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:23.358559] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:23.749439] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:24.137285] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:24.520328] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:24.896241] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:25.292012] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:25.292234] [INFO ] [CONFIGURE ] DBD: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-10T20:16:25.293538] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 24/30 | Remaining: 6 | Rate: 17.9/min
[2025-12-10T20:16:25.293611] [INFO ] [CONFIGURE ] DBD: Testing feature 24/29: add_rsi
[2025-12-10T20:16:25.293666] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-12-10T20:16:25.733258] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:26.169958] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-10T20:16:26.607792] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:27.043562] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:27.471684] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:27.902007] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:28.357627] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:28.784430] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:29.214460] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:29.649075] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:29.649236] [INFO ] [CONFIGURE ] DBD: DISCARDED add_rsi (score: 50.00%)
[2025-12-10T20:16:29.650447] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 25/30 | Remaining: 5 | Rate: 17.7/min
[2025-12-10T20:16:29.650720] [INFO ] [CONFIGURE ] DBD: Testing feature 25/29: add_tick_distribution
[2025-12-10T20:16:29.650757] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-12-10T20:16:30.023410] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:30.397025] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:30.777166] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:31.161355] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:31.541341] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:31.915862] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:32.277570] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:32.639436] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:33.020680] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:33.383770] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:33.383927] [INFO ] [CONFIGURE ] DBD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-10T20:16:33.385421] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 26/30 | Remaining: 4 | Rate: 17.7/min
[2025-12-10T20:16:33.385489] [INFO ] [CONFIGURE ] DBD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-10T20:16:33.385524] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-12-10T20:16:33.759813] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:34.123850] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:34.491618] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:34.864805] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:35.238735] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:35.604663] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:35.975586] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:36.356152] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:36.739604] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:37.115116] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:37.115270] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-10T20:16:37.116487] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 27/30 | Remaining: 3 | Rate: 17.6/min
[2025-12-10T20:16:37.116549] [INFO ] [CONFIGURE ] DBD: Testing feature 27/29: add_volume_price_divergence
[2025-12-10T20:16:37.116605] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-12-10T20:16:37.516633] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:37.910975] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:38.292544] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:38.674647] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:39.054694] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:39.441974] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:39.830295] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:40.212821] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-04, Predicted=0.0, Actual=1
[2025-12-10T20:16:40.591134] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:40.983997] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:40.984155] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-10T20:16:40.985723] [INFO ] [CONFIGURE ] JOB ETA: 7s | Tests: 28/30 | Remaining: 2 | Rate: 17.5/min
[2025-12-10T20:16:40.985783] [INFO ] [CONFIGURE ] DBD: Testing feature 28/29: add_volume_profile
[2025-12-10T20:16:40.985818] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-12-10T20:16:41.361622] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-10T20:16:41.734056] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-10T20:16:42.102108] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-10T20:16:42.496390] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1
[2025-12-10T20:16:42.900916] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-10T20:16:43.280592] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-02, Predicted=0.0, Actual=0
[2025-12-10T20:16:43.662537] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-03, Predicted=0.0, Actual=0
[2025-12-10T20:16:44.056483] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-04, Predicted=1.0, Actual=1
[2025-12-10T20:16:44.457397] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-12-05, Predicted=0.0, Actual=1
[2025-12-10T20:16:44.856207] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-12-08, Predicted=0.0, Actual=0
[2025-12-10T20:16:44.856365] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-10T20:16:44.857666] [INFO ] [CONFIGURE ] JOB ETA: 3s | Tests: 29/30 | Remaining: 1 | Rate: 17.4/min
[2025-12-10T20:16:44.857750] [INFO ] [CONFIGURE ] DBD: ===== FEATURE SELECTION COMPLETE =====
[2025-12-10T20:16:44.857802] [INFO ] [CONFIGURE ] DBD: Best accuracy: 70.00%
[2025-12-10T20:16:44.857834] [INFO ] [CONFIGURE ] DBD: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-12-10T20:16:44.857860] [INFO ] [CONFIGURE ] DBD: Improvement over baseline: 30.00%
[2025-12-10T20:16:44.857885] [INFO ] [CONFIGURE ] DBD: Total time: 1.6 minutes
[2025-12-10T20:16:44.857910] [INFO ] [CONFIGURE ] DBD: Average time per feature: 3.5 seconds
[2025-12-10T20:16:44.857935] [INFO ] [CONFIGURE ] DBD: Average speed: 0.30 features/sec
[2025-12-10T20:16:44.858305] [INFO ] [LOCAL     ] Saved configuration for DBD: 4 features, 70.00% accuracy -> ./output/feature-sets/DBD.json
[2025-12-10T20:16:44.858348] [INFO ] [CONFIGURE ] DBD: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-12-10T20:16:44.859435] [INFO ] [sig       ] [1/1] DBD OK in 1m 40s. ETA: 0.0s. Rate: 0.6 sym/min
[2025-12-10T20:16:44.877447] [INFO ] [sig       ] ==================================================
[2025-12-10T20:16:44.877686] [INFO ] [sig       ] Parallel configuration completed in 1m 40s
[2025-12-10T20:16:44.877773] [INFO ] [sig       ] Success rate: 100.0% (1/1 symbols)
[2025-12-10T20:16:45.942547] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)'
[2025-12-10T20:16:45.942794] [INFO ] [sig       ] Email notification sent
[2025-12-10T20:16:45.951894] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-10T20:16:45.952067] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-10T20:16:46.154950] [DEBUG] [REMOTE    ] Fetched 3612 unique symbols from directory listing.
[2025-12-10T20:16:46.159301] [INFO ] [sig       ] Found 3612 active symbols to forecast
[2025-12-10T20:16:46.163305] [INFO ] [sig       ] [1/3612] Forecasting A...
[2025-12-10T20:16:46.163409] [INFO ] [sig       ] Generating forecast for: A
[2025-12-10T20:16:46.163449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-10T20:16:46.178658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-10T20:16:46.179112] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-10T20:16:46.180343] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-10T20:16:46.180406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:46.180445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:46.180477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:46.180556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:46.246105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:46.247150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:46.247261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:46.247295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:46.381055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:46.381279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:46.381338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:46.381381] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:46.386820] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-10T20:16:46.387241] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-10T20:16:46.387414] [INFO ] [sig       ] A: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:46.549834] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/A.txt
[2025-12-10T20:16:46.550014] [INFO ] [sig       ] [1/3612] Completed A in 0.4s | 2.59 sym/s | Total: 0.4s | ETA: 23.3m
[2025-12-10T20:16:46.550066] [INFO ] [sig       ] [2/3612] Forecasting AAL...
[2025-12-10T20:16:46.550101] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-10T20:16:46.550135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-10T20:16:46.562624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-10T20:16:46.563042] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-10T20:16:46.563957] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-10T20:16:46.564012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:46.564046] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:46.564074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:46.564132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:46.625255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:46.626223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:46.626322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:46.626357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:46.749823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:46.749983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:46.750037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:46.750074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:46.753865] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-10T20:16:46.754246] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-10T20:16:46.754403] [INFO ] [sig       ] AAL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:46.909832] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AAL.txt
[2025-12-10T20:16:46.909992] [INFO ] [sig       ] [2/3612] Completed AAL in 0.4s | 2.68 sym/s | Total: 0.7s | ETA: 22.5m
[2025-12-10T20:16:46.910032] [INFO ] [sig       ] [3/3612] Forecasting AAOI...
[2025-12-10T20:16:46.910063] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-10T20:16:46.910092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-10T20:16:46.922638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-10T20:16:46.923018] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-10T20:16:46.923822] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-10T20:16:46.923874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:46.923905] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:46.923931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:46.923988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:46.985233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:46.986169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:46.986256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:46.986290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:47.115698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:47.115875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:47.115926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:47.115956] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:47.119968] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-10T20:16:47.120287] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-10T20:16:47.120426] [INFO ] [sig       ] AAOI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:47.274410] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AAOI.txt
[2025-12-10T20:16:47.274625] [INFO ] [sig       ] [3/3612] Completed AAOI in 0.4s | 2.70 sym/s | Total: 1.1s | ETA: 22.3m
[2025-12-10T20:16:47.274667] [INFO ] [sig       ] [4/3612] Forecasting AAON...
[2025-12-10T20:16:47.274696] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-10T20:16:47.274725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-10T20:16:47.286725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-10T20:16:47.287110] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-10T20:16:47.288004] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-10T20:16:47.288062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:47.288096] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:47.288123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:47.288182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:47.347752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:47.348750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:47.348838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:47.348871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:47.474516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:47.474696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:47.474736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:47.474765] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:47.478408] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-10T20:16:47.478751] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-10T20:16:47.478899] [INFO ] [sig       ] AAON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:47.631435] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AAON.txt
[2025-12-10T20:16:47.631632] [INFO ] [sig       ] [4/3612] Completed AAON in 0.4s | 2.72 sym/s | Total: 1.5s | ETA: 22.1m
[2025-12-10T20:16:47.631676] [INFO ] [sig       ] [5/3612] Forecasting AAP...
[2025-12-10T20:16:47.631709] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-10T20:16:47.631739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-10T20:16:47.650359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-10T20:16:47.650918] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-10T20:16:47.652100] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-10T20:16:47.652163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:47.652206] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:47.652244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:47.652325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:47.721628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:47.722649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:47.722747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:47.722781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:47.896801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:47.897090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:47.897135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:47.897198] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:47.902249] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-10T20:16:47.902827] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-10T20:16:47.903040] [INFO ] [sig       ] AAP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:48.137302] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AAP.txt
[2025-12-10T20:16:48.137558] [INFO ] [sig       ] [5/3612] Completed AAP in 0.5s | 2.53 sym/s | Total: 2.0s | ETA: 23.7m
[2025-12-10T20:16:48.137651] [INFO ] [sig       ] [6/3612] Forecasting AAPB...
[2025-12-10T20:16:48.137726] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-10T20:16:48.137770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-10T20:16:48.165173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-10T20:16:48.165741] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-10T20:16:48.166846] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-10T20:16:48.166909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:48.166948] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:48.166979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:48.167053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:48.244477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:48.245658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:48.245779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:48.245816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:48.393253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:48.393436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:48.393483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:48.393516] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:48.398047] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-10T20:16:48.398486] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-10T20:16:48.398700] [INFO ] [sig       ] AAPB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:48.578183] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AAPB.txt
[2025-12-10T20:16:48.578393] [INFO ] [sig       ] [6/3612] Completed AAPB in 0.4s | 2.48 sym/s | Total: 2.4s | ETA: 24.2m
[2025-12-10T20:16:48.578440] [INFO ] [sig       ] [7/3612] Forecasting AAPD...
[2025-12-10T20:16:48.578476] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-10T20:16:48.578510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-10T20:16:48.594119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-10T20:16:48.594635] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-10T20:16:48.595651] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-10T20:16:48.595711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:48.595780] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:48.595812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:48.595885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:48.675607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:48.676784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:48.676888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:48.676946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:48.864498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:48.864733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:48.864795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:48.864840] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:48.870546] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=52.42%)
[2025-12-10T20:16:48.871104] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-10T20:16:48.871321] [INFO ] [sig       ] AAPD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:49.103679] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AAPD.txt
[2025-12-10T20:16:49.103847] [INFO ] [sig       ] [7/3612] Completed AAPD in 0.5s | 2.38 sym/s | Total: 2.9s | ETA: 25.2m
[2025-12-10T20:16:49.103888] [INFO ] [sig       ] [8/3612] Forecasting AAPL...
[2025-12-10T20:16:49.103918] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-10T20:16:49.103947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-10T20:16:49.117563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-10T20:16:49.118023] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-10T20:16:49.118904] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-10T20:16:49.118969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:49.119011] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:49.119040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:49.119115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:49.178154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:49.178985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:49.179068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:49.179101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:49.306148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:49.306301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:49.306342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:49.306370] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:49.309859] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-10T20:16:49.310144] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-10T20:16:49.310272] [INFO ] [sig       ] AAPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:49.449932] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AAPL.txt
[2025-12-10T20:16:49.450094] [INFO ] [sig       ] [8/3612] Completed AAPL in 0.3s | 2.43 sym/s | Total: 3.3s | ETA: 24.7m
[2025-12-10T20:16:49.450136] [INFO ] [sig       ] [9/3612] Forecasting AAXJ...
[2025-12-10T20:16:49.450167] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-10T20:16:49.450196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-10T20:16:49.461954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-10T20:16:49.462286] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-10T20:16:49.463089] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-10T20:16:49.463141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:49.463174] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:49.463211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:49.463270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:49.520430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:49.521283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:49.521367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:49.521399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:49.643753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:49.643905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:49.643943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:49.643971] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:49.647416] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-10T20:16:49.647766] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-10T20:16:49.647904] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:49.787728] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AAXJ.txt
[2025-12-10T20:16:49.787863] [INFO ] [sig       ] [9/3612] Completed AAXJ in 0.3s | 2.48 sym/s | Total: 3.6s | ETA: 24.2m
[2025-12-10T20:16:49.787902] [INFO ] [sig       ] [10/3612] Forecasting AB...
[2025-12-10T20:16:49.787932] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-10T20:16:49.787962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-10T20:16:49.799530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-10T20:16:49.799820] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-10T20:16:49.800801] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-10T20:16:49.800852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:49.800884] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:49.800910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:49.800966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:49.860632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:49.861487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:49.861590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:49.861625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:49.983121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:49.983276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:49.983315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:49.983374] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:49.987174] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-10T20:16:49.987622] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-10T20:16:49.987826] [INFO ] [sig       ] AB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:50.128683] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AB.txt
[2025-12-10T20:16:50.128817] [INFO ] [sig       ] [10/3612] Completed AB in 0.3s | 2.52 sym/s | Total: 4.0s | ETA: 23.8m
[2025-12-10T20:16:50.128856] [INFO ] [sig       ] [11/3612] Forecasting ABCB...
[2025-12-10T20:16:50.128885] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-10T20:16:50.128914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-10T20:16:50.140022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-10T20:16:50.140343] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-10T20:16:50.141165] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-10T20:16:50.141217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:50.141248] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:50.141273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:50.141328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:50.198370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:50.199221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:50.199302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:50.199334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:50.318920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:50.319074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:50.319110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:50.319138] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:50.322500] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-10T20:16:50.322800] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-10T20:16:50.322935] [INFO ] [sig       ] ABCB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:50.463661] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABCB.txt
[2025-12-10T20:16:50.463842] [INFO ] [sig       ] [11/3612] Completed ABCB in 0.3s | 2.56 sym/s | Total: 4.3s | ETA: 23.5m
[2025-12-10T20:16:50.463882] [INFO ] [sig       ] [12/3612] Forecasting ABCL...
[2025-12-10T20:16:50.463913] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-10T20:16:50.463942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-10T20:16:50.475427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-10T20:16:50.475773] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-10T20:16:50.476548] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-10T20:16:50.476625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:50.476657] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:50.476683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:50.476739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:50.533511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:50.534244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:50.534326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:50.534358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:50.652608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:50.652741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:50.652778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:50.652806] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:50.656101] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-12-10T20:16:50.656379] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-10T20:16:50.656505] [INFO ] [sig       ] ABCL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:50.796015] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABCL.txt
[2025-12-10T20:16:50.796151] [INFO ] [sig       ] [12/3612] Completed ABCL in 0.3s | 2.59 sym/s | Total: 4.6s | ETA: 23.2m
[2025-12-10T20:16:50.796189] [INFO ] [sig       ] [13/3612] Forecasting ABEO...
[2025-12-10T20:16:50.796218] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-10T20:16:50.796247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-10T20:16:50.807306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-10T20:16:50.807589] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-10T20:16:50.808381] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-10T20:16:50.808432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:50.808462] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:50.808488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:50.808543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:50.865551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:50.866295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:50.866375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:50.866407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:50.984603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:50.984752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:50.984790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:50.984820] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:50.988479] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-10T20:16:50.988773] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-10T20:16:50.988901] [INFO ] [sig       ] ABEO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:51.133987] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABEO.txt
[2025-12-10T20:16:51.134117] [INFO ] [sig       ] [13/3612] Completed ABEO in 0.3s | 2.62 sym/s | Total: 5.0s | ETA: 22.9m
[2025-12-10T20:16:51.134156] [INFO ] [sig       ] [14/3612] Forecasting ABG...
[2025-12-10T20:16:51.134185] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-10T20:16:51.134214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-10T20:16:51.145605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-10T20:16:51.145875] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-10T20:16:51.146656] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-10T20:16:51.146707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:51.146738] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:51.146764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:51.146824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:51.206123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:51.207163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:51.207285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:51.207320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:51.334190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:51.334349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:51.334388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:51.334417] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:51.338092] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-10T20:16:51.338429] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-10T20:16:51.338594] [INFO ] [sig       ] ABG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:51.490061] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABG.txt
[2025-12-10T20:16:51.490232] [INFO ] [sig       ] [14/3612] Completed ABG in 0.4s | 2.63 sym/s | Total: 5.3s | ETA: 22.8m
[2025-12-10T20:16:51.490274] [INFO ] [sig       ] [15/3612] Forecasting ABL...
[2025-12-10T20:16:51.490313] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-10T20:16:51.490354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-10T20:16:51.502917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-10T20:16:51.503326] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-10T20:16:51.504233] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-10T20:16:51.504287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:51.504319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:51.504346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:51.504403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:51.565704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:51.566620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:51.566708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:51.566740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:51.690170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:51.690327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:51.690367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:51.690394] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:51.694182] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-12-10T20:16:51.694555] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-10T20:16:51.694718] [INFO ] [sig       ] ABL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:51.845415] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABL.txt
[2025-12-10T20:16:51.845595] [INFO ] [sig       ] [15/3612] Completed ABL in 0.4s | 2.64 sym/s | Total: 5.7s | ETA: 22.7m
[2025-12-10T20:16:51.845638] [INFO ] [sig       ] [16/3612] Forecasting ABM...
[2025-12-10T20:16:51.845667] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-10T20:16:51.845697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-10T20:16:51.857648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-10T20:16:51.858090] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-10T20:16:51.858923] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-10T20:16:51.858976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:51.859006] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:51.859032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:51.859088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:51.919907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:51.920841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:51.920927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:51.920959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:52.046625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:52.046804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:52.046855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:52.046887] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:52.050451] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-10T20:16:52.050822] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-10T20:16:52.050969] [INFO ] [sig       ] ABM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:52.201738] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ABM.txt
[2025-12-10T20:16:52.201914] [INFO ] [sig       ] [16/3612] Completed ABM in 0.4s | 2.65 sym/s | Total: 6.0s | ETA: 22.6m
[2025-12-10T20:16:52.201957] [INFO ] [sig       ] [17/3612] Forecasting ABNB...
[2025-12-10T20:16:52.201986] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-10T20:16:52.202019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-10T20:16:52.214172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-10T20:16:52.214601] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-10T20:16:52.215453] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-10T20:16:52.215517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:52.215552] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:52.215605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:52.215666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:52.277423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:52.278360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:52.278445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:52.278515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:52.402900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:52.403062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:52.403105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:52.403135] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:52.406841] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-10T20:16:52.407200] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-10T20:16:52.407350] [INFO ] [sig       ] ABNB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:52.563614] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABNB.txt
[2025-12-10T20:16:52.563775] [INFO ] [sig       ] [17/3612] Completed ABNB in 0.4s | 2.66 sym/s | Total: 6.4s | ETA: 22.6m
[2025-12-10T20:16:52.563816] [INFO ] [sig       ] [18/3612] Forecasting ABOS...
[2025-12-10T20:16:52.563845] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-10T20:16:52.563875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-10T20:16:52.577662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-10T20:16:52.578105] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-10T20:16:52.578944] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-10T20:16:52.578998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:52.579032] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:52.579060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:52.579118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:52.640193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:52.641113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:52.641197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:52.641229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:52.762663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:52.762848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:52.762889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:52.762917] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:52.766415] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-10T20:16:52.766771] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-10T20:16:52.766912] [INFO ] [sig       ] ABOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:52.916689] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ABOS.txt
[2025-12-10T20:16:52.916851] [INFO ] [sig       ] [18/3612] Completed ABOS in 0.4s | 2.67 sym/s | Total: 6.8s | ETA: 22.5m
[2025-12-10T20:16:52.916891] [INFO ] [sig       ] [19/3612] Forecasting ABSI...
[2025-12-10T20:16:52.916920] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-10T20:16:52.916950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-10T20:16:52.929266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-10T20:16:52.929697] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-10T20:16:52.930554] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-10T20:16:52.930662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:52.930694] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:52.930722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:52.930780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:52.990298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:52.991197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:52.991283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:52.991316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:53.115776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:53.115927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:53.115964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:53.115991] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:53.119386] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-10T20:16:53.119683] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-10T20:16:53.119815] [INFO ] [sig       ] ABSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:53.258026] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABSI.txt
[2025-12-10T20:16:53.258144] [INFO ] [sig       ] [19/3612] Completed ABSI in 0.3s | 2.68 sym/s | Total: 7.1s | ETA: 22.4m
[2025-12-10T20:16:53.258181] [INFO ] [sig       ] [20/3612] Forecasting ABUS...
[2025-12-10T20:16:53.258210] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-10T20:16:53.258238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-10T20:16:53.270135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-10T20:16:53.270407] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-10T20:16:53.271175] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-10T20:16:53.271226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:53.271257] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:53.271284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:53.271340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:53.328203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:53.328860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:53.328939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:53.328970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:53.443301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:53.443427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:53.443465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:53.443492] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:53.446747] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2025-12-10T20:16:53.447026] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-10T20:16:53.447149] [INFO ] [sig       ] ABUS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:53.586201] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABUS.txt
[2025-12-10T20:16:53.586377] [INFO ] [sig       ] [20/3612] Completed ABUS in 0.3s | 2.69 sym/s | Total: 7.4s | ETA: 22.2m
[2025-12-10T20:16:53.586417] [INFO ] [sig       ] [21/3612] Forecasting ABVC...
[2025-12-10T20:16:53.586446] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-10T20:16:53.586476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-10T20:16:53.600354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-10T20:16:53.600882] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-10T20:16:53.601836] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-10T20:16:53.601891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:53.601927] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:53.601956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:53.602016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:53.662005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:53.663116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:53.663219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:53.663252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:53.789878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:53.790112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:53.790168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:53.790205] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:53.794462] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-10T20:16:53.794816] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-10T20:16:53.794996] [INFO ] [sig       ] ABVC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:53.943931] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABVC.txt
[2025-12-10T20:16:53.944327] [INFO ] [sig       ] [21/3612] Completed ABVC in 0.4s | 2.70 sym/s | Total: 7.8s | ETA: 22.2m
[2025-12-10T20:16:53.944369] [INFO ] [sig       ] [22/3612] Forecasting ABVE...
[2025-12-10T20:16:53.944408] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-10T20:16:53.944450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-10T20:16:53.959222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-10T20:16:53.959809] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-10T20:16:53.960847] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-10T20:16:53.960909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:53.960963] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:53.960992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:53.961064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:54.023509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:54.024960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:54.025178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:54.025213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:54.149016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:54.149245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:54.149289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:54.149318] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:54.153333] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=35.41%)
[2025-12-10T20:16:54.153701] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-10T20:16:54.153852] [INFO ] [sig       ] ABVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:54.302148] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ABVE.txt
[2025-12-10T20:16:54.302515] [INFO ] [sig       ] [22/3612] Completed ABVE in 0.4s | 2.70 sym/s | Total: 8.1s | ETA: 22.1m
[2025-12-10T20:16:54.302562] [INFO ] [sig       ] [23/3612] Forecasting ABVX...
[2025-12-10T20:16:54.302640] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-10T20:16:54.302676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-10T20:16:54.317467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-10T20:16:54.318082] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-10T20:16:54.319066] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-10T20:16:54.319129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:54.319173] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:54.319209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:54.319286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:54.378532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:54.379736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:54.379839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:54.379871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:54.503449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:54.503695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:54.503742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:54.503775] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:54.507864] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-10T20:16:54.508210] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-10T20:16:54.508371] [INFO ] [sig       ] ABVX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:54.659680] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ABVX.txt
[2025-12-10T20:16:54.659907] [INFO ] [sig       ] [23/3612] Completed ABVX in 0.4s | 2.71 sym/s | Total: 8.5s | ETA: 22.1m
[2025-12-10T20:16:54.659978] [INFO ] [sig       ] [24/3612] Forecasting ACA...
[2025-12-10T20:16:54.660019] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-10T20:16:54.660065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-10T20:16:54.674249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-10T20:16:54.674915] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-10T20:16:54.675921] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-10T20:16:54.675991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:54.676063] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:54.676092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:54.676150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:54.736967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:54.738138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:54.738239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:54.738271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:54.862904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:54.863132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:54.863176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:54.863205] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:54.867273] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-10T20:16:54.867641] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-10T20:16:54.867825] [INFO ] [sig       ] ACA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:55.015397] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACA.txt
[2025-12-10T20:16:55.015628] [INFO ] [sig       ] [24/3612] Completed ACA in 0.4s | 2.71 sym/s | Total: 8.9s | ETA: 22.1m
[2025-12-10T20:16:55.015675] [INFO ] [sig       ] [25/3612] Forecasting ACAD...
[2025-12-10T20:16:55.015703] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-10T20:16:55.015736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-10T20:16:55.033812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-10T20:16:55.034391] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-10T20:16:55.035398] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-10T20:16:55.035453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:55.035485] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:55.035510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:55.035566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:55.095038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:55.096197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:55.096301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:55.096336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:55.219079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:55.219245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:55.219287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:55.219317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:55.223023] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-12-10T20:16:55.223375] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-10T20:16:55.223528] [INFO ] [sig       ] ACAD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:55.367210] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACAD.txt
[2025-12-10T20:16:55.367428] [INFO ] [sig       ] [25/3612] Completed ACAD in 0.4s | 2.72 sym/s | Total: 9.2s | ETA: 22.0m
[2025-12-10T20:16:55.367490] [INFO ] [sig       ] [26/3612] Forecasting ACB...
[2025-12-10T20:16:55.367525] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-10T20:16:55.367559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-10T20:16:55.380743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-10T20:16:55.381280] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-10T20:16:55.382190] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-10T20:16:55.382244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:55.382278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:55.382305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:55.382366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:55.440512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:55.441602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:55.441714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:55.441750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:55.567087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:55.567310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:55.567355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:55.567384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:55.571289] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-10T20:16:55.571658] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-10T20:16:55.571806] [INFO ] [sig       ] ACB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:55.714259] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACB.txt
[2025-12-10T20:16:55.714474] [INFO ] [sig       ] [26/3612] Completed ACB in 0.3s | 2.72 sym/s | Total: 9.6s | ETA: 22.0m
[2025-12-10T20:16:55.714517] [INFO ] [sig       ] [27/3612] Forecasting ACCO...
[2025-12-10T20:16:55.714545] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-10T20:16:55.714597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-10T20:16:55.728451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-10T20:16:55.728996] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-10T20:16:55.729941] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-10T20:16:55.729997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:55.730031] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:55.730058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:55.730118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:55.788710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:55.789810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:55.789913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:55.789946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:55.914508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:55.914754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:55.914806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:55.914887] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:55.919035] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-10T20:16:55.919378] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-10T20:16:55.919547] [INFO ] [sig       ] ACCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:56.062829] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACCO.txt
[2025-12-10T20:16:56.063041] [INFO ] [sig       ] [27/3612] Completed ACCO in 0.3s | 2.73 sym/s | Total: 9.9s | ETA: 21.9m
[2025-12-10T20:16:56.063086] [INFO ] [sig       ] [28/3612] Forecasting ACDC...
[2025-12-10T20:16:56.063145] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-10T20:16:56.063194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-10T20:16:56.076706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-10T20:16:56.077275] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-10T20:16:56.078268] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-10T20:16:56.078324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:56.078357] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:56.078384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:56.078442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:56.137461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:56.138641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:56.138742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:56.138774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:56.252909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:56.253131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:56.253175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:56.253204] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:56.257002] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=69.53%)
[2025-12-10T20:16:56.257338] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-10T20:16:56.257493] [INFO ] [sig       ] ACDC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:56.402406] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACDC.txt
[2025-12-10T20:16:56.402633] [INFO ] [sig       ] [28/3612] Completed ACDC in 0.3s | 2.73 sym/s | Total: 10.2s | ETA: 21.8m
[2025-12-10T20:16:56.402680] [INFO ] [sig       ] [29/3612] Forecasting ACEL...
[2025-12-10T20:16:56.402710] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-10T20:16:56.402743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-10T20:16:56.416329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-10T20:16:56.416903] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-10T20:16:56.421036] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-10T20:16:56.421119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:56.421155] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:56.421181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:56.421242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:56.489914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:56.491054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:56.491181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:56.491233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:56.609014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:56.609252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:56.609298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:56.609355] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:56.613440] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-10T20:16:56.613936] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-10T20:16:56.614125] [INFO ] [sig       ] ACEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:56.766546] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACEL.txt
[2025-12-10T20:16:56.766800] [INFO ] [sig       ] [29/3612] Completed ACEL in 0.4s | 2.73 sym/s | Total: 10.6s | ETA: 21.8m
[2025-12-10T20:16:56.766845] [INFO ] [sig       ] [30/3612] Forecasting ACGL...
[2025-12-10T20:16:56.766876] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-10T20:16:56.766912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-10T20:16:56.781373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-10T20:16:56.781954] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-10T20:16:56.782918] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-10T20:16:56.782973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:56.783007] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:56.783033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:56.783091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:56.844186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:56.845336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:56.845447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:56.845486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:56.972568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:56.972836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:56.972891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:56.972925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:56.977805] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-10T20:16:56.978175] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-10T20:16:56.978338] [INFO ] [sig       ] ACGL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:57.134370] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACGL.txt
[2025-12-10T20:16:57.134607] [INFO ] [sig       ] [30/3612] Completed ACGL in 0.4s | 2.73 sym/s | Total: 11.0s | ETA: 21.8m
[2025-12-10T20:16:57.134655] [INFO ] [sig       ] [31/3612] Forecasting ACGLN...
[2025-12-10T20:16:57.134686] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-10T20:16:57.134721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-10T20:16:57.149096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-10T20:16:57.149639] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-10T20:16:57.150602] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-10T20:16:57.150657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:57.150689] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:57.150716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:57.150774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:57.212848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:57.214468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:57.214639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:57.214678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:57.337847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:57.338068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:57.338112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:57.338140] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:57.342152] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-10T20:16:57.342467] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-10T20:16:57.342629] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:57.488791] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACGLN.txt
[2025-12-10T20:16:57.488975] [INFO ] [sig       ] [31/3612] Completed ACGLN in 0.4s | 2.74 sym/s | Total: 11.3s | ETA: 21.8m
[2025-12-10T20:16:57.489018] [INFO ] [sig       ] [32/3612] Forecasting ACGLO...
[2025-12-10T20:16:57.489047] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-10T20:16:57.489081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-10T20:16:57.502454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-10T20:16:57.502934] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-10T20:16:57.503848] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-10T20:16:57.503899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:57.503931] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:57.503957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:57.504015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:57.564230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:57.565313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:57.565410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:57.565444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:57.700673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:57.700929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:57.700975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:57.701003] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:57.704982] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-10T20:16:57.705362] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-10T20:16:57.705509] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:57.871138] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACGLO.txt
[2025-12-10T20:16:57.871344] [INFO ] [sig       ] [32/3612] Completed ACGLO in 0.4s | 2.73 sym/s | Total: 11.7s | ETA: 21.8m
[2025-12-10T20:16:57.871386] [INFO ] [sig       ] [33/3612] Forecasting ACHC...
[2025-12-10T20:16:57.871416] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-10T20:16:57.871450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-10T20:16:57.885038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-10T20:16:57.885617] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-10T20:16:57.886673] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-10T20:16:57.886738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:57.886794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:57.886823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:57.886883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:57.956078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:57.957235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:57.957339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:57.957372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:58.090418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:58.090701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:58.090751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:58.090780] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:58.094941] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-10T20:16:58.095310] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-10T20:16:58.095463] [INFO ] [sig       ] ACHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:58.238441] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACHC.txt
[2025-12-10T20:16:58.238673] [INFO ] [sig       ] [33/3612] Completed ACHC in 0.4s | 2.73 sym/s | Total: 12.1s | ETA: 21.8m
[2025-12-10T20:16:58.238721] [INFO ] [sig       ] [34/3612] Forecasting ACI...
[2025-12-10T20:16:58.238753] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-10T20:16:58.238788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-10T20:16:58.253864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-10T20:16:58.254462] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-10T20:16:58.255516] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-10T20:16:58.255588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:58.255625] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:58.255653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:58.255713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:58.316035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:58.317244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:58.317390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:58.317425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:58.442749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:58.442983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:58.443030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:58.443059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:58.447169] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-10T20:16:58.447492] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-10T20:16:58.447661] [INFO ] [sig       ] ACI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:58.596370] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACI.txt
[2025-12-10T20:16:58.596594] [INFO ] [sig       ] [34/3612] Completed ACI in 0.4s | 2.73 sym/s | Total: 12.4s | ETA: 21.8m
[2025-12-10T20:16:58.596676] [INFO ] [sig       ] [35/3612] Forecasting ACIC...
[2025-12-10T20:16:58.596709] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-10T20:16:58.596741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-10T20:16:58.610415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-10T20:16:58.610983] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-10T20:16:58.611908] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-10T20:16:58.611961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:58.611993] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:58.612019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:58.612076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:58.673844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:58.675008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:58.675113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:58.675146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:58.796273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:58.796500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:58.796549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:58.796595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:58.800641] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=41.37%)
[2025-12-10T20:16:58.800971] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-10T20:16:58.801114] [INFO ] [sig       ] ACIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:58.955694] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACIC.txt
[2025-12-10T20:16:58.955917] [INFO ] [sig       ] [35/3612] Completed ACIC in 0.4s | 2.74 sym/s | Total: 12.8s | ETA: 21.8m
[2025-12-10T20:16:58.955961] [INFO ] [sig       ] [36/3612] Forecasting ACLS...
[2025-12-10T20:16:58.955990] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-10T20:16:58.956022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-10T20:16:58.969312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-10T20:16:58.969763] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-10T20:16:58.970664] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-10T20:16:58.970716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:58.970748] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:58.970776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:58.970835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:59.032239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:59.033363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:59.033463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:59.033495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:59.156069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:59.156296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:59.156341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:59.156369] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:59.160369] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-10T20:16:59.160738] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-10T20:16:59.160886] [INFO ] [sig       ] ACLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:16:59.308544] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACLS.txt
[2025-12-10T20:16:59.308746] [INFO ] [sig       ] [36/3612] Completed ACLS in 0.4s | 2.74 sym/s | Total: 13.1s | ETA: 21.8m
[2025-12-10T20:16:59.308787] [INFO ] [sig       ] [37/3612] Forecasting ACLX...
[2025-12-10T20:16:59.308840] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-10T20:16:59.308874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-10T20:16:59.323675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-10T20:16:59.324210] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-10T20:16:59.325076] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-10T20:16:59.325130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:59.325164] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:59.325192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:59.325248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:59.385504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:59.386499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:59.386609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:59.386645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:59.510403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:59.510569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:59.510633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:59.510664] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:59.514628] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-10T20:16:59.514988] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-10T20:16:59.515137] [INFO ] [sig       ] ACLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:16:59.667211] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACLX.txt
[2025-12-10T20:16:59.667427] [INFO ] [sig       ] [37/3612] Completed ACLX in 0.4s | 2.74 sym/s | Total: 13.5s | ETA: 21.7m
[2025-12-10T20:16:59.667497] [INFO ] [sig       ] [38/3612] Forecasting ACM...
[2025-12-10T20:16:59.667543] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-10T20:16:59.667599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-10T20:16:59.682042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-10T20:16:59.682509] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-10T20:16:59.683418] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-10T20:16:59.683471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:16:59.683505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:16:59.683531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:16:59.683607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:16:59.745835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:16:59.747049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:16:59.747154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:16:59.747187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:16:59.869589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:16:59.869816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:16:59.869859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:16:59.869889] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:16:59.873941] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-10T20:16:59.874328] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-10T20:16:59.874503] [INFO ] [sig       ] ACM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:00.019755] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACM.txt
[2025-12-10T20:17:00.019973] [INFO ] [sig       ] [38/3612] Completed ACM in 0.4s | 2.74 sym/s | Total: 13.9s | ETA: 21.7m
[2025-12-10T20:17:00.020018] [INFO ] [sig       ] [39/3612] Forecasting ACN...
[2025-12-10T20:17:00.020049] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-10T20:17:00.020083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-10T20:17:00.033775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-10T20:17:00.034275] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-10T20:17:00.035279] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-10T20:17:00.035338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:00.035372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:00.035400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:00.035458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:00.095175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:00.096184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:00.096272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:00.096306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:00.220693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:00.220854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:00.220893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:00.220920] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:00.224361] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-12-10T20:17:00.224686] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-10T20:17:00.224825] [INFO ] [sig       ] ACN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:00.377109] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACN.txt
[2025-12-10T20:17:00.377275] [INFO ] [sig       ] [39/3612] Completed ACN in 0.4s | 2.74 sym/s | Total: 14.2s | ETA: 21.7m
[2025-12-10T20:17:00.377316] [INFO ] [sig       ] [40/3612] Forecasting ACNB...
[2025-12-10T20:17:00.377348] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-10T20:17:00.377380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-10T20:17:00.390491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-10T20:17:00.390974] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-10T20:17:00.391883] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-10T20:17:00.391940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:00.391975] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:00.392004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:00.392061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:00.456135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:00.457110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:00.457205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:00.457238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:00.573163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:00.573354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:00.573400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:00.573460] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:00.577284] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-12-10T20:17:00.577670] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-10T20:17:00.577847] [INFO ] [sig       ] ACNB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:00.734826] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACNB.txt
[2025-12-10T20:17:00.734990] [INFO ] [sig       ] [40/3612] Completed ACNB in 0.4s | 2.75 sym/s | Total: 14.6s | ETA: 21.7m
[2025-12-10T20:17:00.735033] [INFO ] [sig       ] [41/3612] Forecasting ACON...
[2025-12-10T20:17:00.735063] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-10T20:17:00.735096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-10T20:17:00.747964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-10T20:17:00.748440] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-10T20:17:00.749308] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-10T20:17:00.749365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:00.749746] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:00.749778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:00.749839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:00.814946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:00.815957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:00.816062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:00.816105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:00.932559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:00.932774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:00.932835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:00.932880] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:00.938051] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-10T20:17:00.938602] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-10T20:17:00.938786] [INFO ] [sig       ] ACON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:01.085527] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACON.txt
[2025-12-10T20:17:01.085676] [INFO ] [sig       ] [41/3612] Completed ACON in 0.4s | 2.75 sym/s | Total: 14.9s | ETA: 21.7m
[2025-12-10T20:17:01.085716] [INFO ] [sig       ] [42/3612] Forecasting ACP...
[2025-12-10T20:17:01.085745] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-10T20:17:01.085774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-10T20:17:01.097589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-10T20:17:01.097898] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-10T20:17:01.098689] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-10T20:17:01.098741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:01.098772] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:01.098797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:01.098853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:01.155120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:01.155858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:01.155939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:01.155971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:01.274986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:01.275148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:01.275187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:01.275214] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:01.278617] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-10T20:17:01.278903] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-10T20:17:01.279029] [INFO ] [sig       ] ACP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:01.418394] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACP.txt
[2025-12-10T20:17:01.418557] [INFO ] [sig       ] [42/3612] Completed ACP in 0.3s | 2.75 sym/s | Total: 15.3s | ETA: 21.6m
[2025-12-10T20:17:01.418615] [INFO ] [sig       ] [43/3612] Forecasting ACRE...
[2025-12-10T20:17:01.418646] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-10T20:17:01.418675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-10T20:17:01.430703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-10T20:17:01.431082] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-10T20:17:01.431891] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-10T20:17:01.431942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:01.431974] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:01.432000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:01.432054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:01.488957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:01.489895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:01.489986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:01.490021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:01.613756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:01.613933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:01.613972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:01.613999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:01.617453] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-10T20:17:01.617785] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-10T20:17:01.617918] [INFO ] [sig       ] ACRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:01.758992] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACRE.txt
[2025-12-10T20:17:01.759157] [INFO ] [sig       ] [43/3612] Completed ACRE in 0.3s | 2.76 sym/s | Total: 15.6s | ETA: 21.6m
[2025-12-10T20:17:01.759197] [INFO ] [sig       ] [44/3612] Forecasting ACRS...
[2025-12-10T20:17:01.759227] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-10T20:17:01.759259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-10T20:17:01.772350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-10T20:17:01.772790] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-10T20:17:01.773633] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-10T20:17:01.773685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:01.773716] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:01.773742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:01.773811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:01.831663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:01.832544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:01.832661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:01.832692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:01.951654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:01.951809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:01.951847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:01.951911] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:01.955391] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-10T20:17:01.955722] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-10T20:17:01.955862] [INFO ] [sig       ] ACRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:02.097488] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACRS.txt
[2025-12-10T20:17:02.097669] [INFO ] [sig       ] [44/3612] Completed ACRS in 0.3s | 2.76 sym/s | Total: 15.9s | ETA: 21.5m
[2025-12-10T20:17:02.097727] [INFO ] [sig       ] [45/3612] Forecasting ACTG...
[2025-12-10T20:17:02.097758] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-10T20:17:02.097787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-10T20:17:02.109402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-10T20:17:02.109793] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-10T20:17:02.110596] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-10T20:17:02.110647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:02.110678] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:02.110704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:02.110760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:02.168634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:02.169504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:02.169610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:02.169644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:02.291537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:02.291714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:02.291754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:02.291781] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:02.295171] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2025-12-10T20:17:02.295462] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-10T20:17:02.295619] [INFO ] [sig       ] ACTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:02.438323] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACTG.txt
[2025-12-10T20:17:02.438488] [INFO ] [sig       ] [45/3612] Completed ACTG in 0.3s | 2.76 sym/s | Total: 16.3s | ETA: 21.5m
[2025-12-10T20:17:02.438527] [INFO ] [sig       ] [46/3612] Forecasting ACVA...
[2025-12-10T20:17:02.438556] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-10T20:17:02.438608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-10T20:17:02.450105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-10T20:17:02.450487] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-10T20:17:02.451292] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-10T20:17:02.451354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:02.451386] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:02.451412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:02.451469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:02.508934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:02.509833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:02.509917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:02.509949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:02.628709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:02.628861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:02.628899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:02.628928] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:02.632406] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-10T20:17:02.632711] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-10T20:17:02.632841] [INFO ] [sig       ] ACVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:02.777487] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ACVA.txt
[2025-12-10T20:17:02.777672] [INFO ] [sig       ] [46/3612] Completed ACVA in 0.3s | 2.77 sym/s | Total: 16.6s | ETA: 21.5m
[2025-12-10T20:17:02.777725] [INFO ] [sig       ] [47/3612] Forecasting ACWI...
[2025-12-10T20:17:02.777757] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-10T20:17:02.777788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-10T20:17:02.789693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-10T20:17:02.790056] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-10T20:17:02.790860] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-10T20:17:02.790912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:02.790944] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:02.790970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:02.791044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:02.851940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:02.852833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:02.852919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:02.852954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:02.975362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:02.975516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:02.975554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:02.975602] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:02.979005] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-10T20:17:02.979315] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-10T20:17:02.979453] [INFO ] [sig       ] ACWI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:03.119191] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACWI.txt
[2025-12-10T20:17:03.119346] [INFO ] [sig       ] [47/3612] Completed ACWI in 0.3s | 2.77 sym/s | Total: 17.0s | ETA: 21.4m
[2025-12-10T20:17:03.119386] [INFO ] [sig       ] [48/3612] Forecasting ACWX...
[2025-12-10T20:17:03.119415] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-10T20:17:03.119444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-10T20:17:03.131466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-10T20:17:03.131823] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-10T20:17:03.132613] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-10T20:17:03.132664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:03.132696] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:03.132722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:03.132776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:03.189767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:03.190655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:03.190739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:03.190770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:03.312632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:03.312787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:03.312824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:03.312852] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:03.316215] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-10T20:17:03.316502] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-10T20:17:03.316653] [INFO ] [sig       ] ACWX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:03.457059] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACWX.txt
[2025-12-10T20:17:03.457218] [INFO ] [sig       ] [48/3612] Completed ACWX in 0.3s | 2.78 sym/s | Total: 17.3s | ETA: 21.4m
[2025-12-10T20:17:03.457257] [INFO ] [sig       ] [49/3612] Forecasting ACXP...
[2025-12-10T20:17:03.457285] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-10T20:17:03.457315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-10T20:17:03.468970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-10T20:17:03.469342] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-10T20:17:03.470163] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-10T20:17:03.470214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:03.470245] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:03.470271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:03.470326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:03.527122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:03.528028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:03.528112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:03.528144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:03.643043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:03.643200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:03.643241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:03.643269] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:03.646699] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-10T20:17:03.646993] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-10T20:17:03.647126] [INFO ] [sig       ] ACXP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:03.788652] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ACXP.txt
[2025-12-10T20:17:03.788814] [INFO ] [sig       ] [49/3612] Completed ACXP in 0.3s | 2.78 sym/s | Total: 17.6s | ETA: 21.4m
[2025-12-10T20:17:03.788855] [INFO ] [sig       ] [50/3612] Forecasting ADBE...
[2025-12-10T20:17:03.788884] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-10T20:17:03.788913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-10T20:17:03.801339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-10T20:17:03.801748] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-10T20:17:03.802556] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-10T20:17:03.802631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:03.802666] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:03.802692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:03.802749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:03.859796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:03.860676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:03.860770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:03.860801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:03.980913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:03.981071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:03.981110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:03.981138] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:03.984683] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-10T20:17:03.984980] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-10T20:17:03.985113] [INFO ] [sig       ] ADBE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:04.127202] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADBE.txt
[2025-12-10T20:17:04.127365] [INFO ] [sig       ] [50/3612] Completed ADBE in 0.3s | 2.78 sym/s | Total: 18.0s | ETA: 21.3m
[2025-12-10T20:17:04.127406] [INFO ] [sig       ] [51/3612] Forecasting ADC...
[2025-12-10T20:17:04.127435] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-10T20:17:04.127465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-10T20:17:04.139156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-10T20:17:04.139510] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-10T20:17:04.140302] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-10T20:17:04.140353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:04.140385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:04.140413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:04.140469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:04.198450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:04.199343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:04.199463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:04.199496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:04.317108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:04.317262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:04.317301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:04.317329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:04.320781] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-10T20:17:04.321083] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-10T20:17:04.321221] [INFO ] [sig       ] ADC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:04.463597] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADC.txt
[2025-12-10T20:17:04.463753] [INFO ] [sig       ] [51/3612] Completed ADC in 0.3s | 2.79 sym/s | Total: 18.3s | ETA: 21.3m
[2025-12-10T20:17:04.463792] [INFO ] [sig       ] [52/3612] Forecasting ADEA...
[2025-12-10T20:17:04.463822] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-10T20:17:04.463852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-10T20:17:04.475408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-10T20:17:04.475798] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-10T20:17:04.476633] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-10T20:17:04.476684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:04.476716] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:04.476742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:04.476797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:04.534450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:04.535335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:04.535419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:04.535450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:04.657684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:04.657852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:04.657892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:04.657921] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:04.661274] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-10T20:17:04.661553] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-10T20:17:04.661700] [INFO ] [sig       ] ADEA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:04.804681] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ADEA.txt
[2025-12-10T20:17:04.805045] [INFO ] [sig       ] [52/3612] Completed ADEA in 0.3s | 2.79 sym/s | Total: 18.6s | ETA: 21.3m
[2025-12-10T20:17:04.805084] [INFO ] [sig       ] [53/3612] Forecasting ADI...
[2025-12-10T20:17:04.805113] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-10T20:17:04.805142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-10T20:17:04.816922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-10T20:17:04.817260] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-10T20:17:04.818082] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-10T20:17:04.818132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:04.818163] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:04.818188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:04.818244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:04.875818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:04.876716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:04.876798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:04.876829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:05.003447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:05.003638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:05.003680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:05.003708] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:05.007297] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-12-10T20:17:05.007623] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-10T20:17:05.007914] [INFO ] [sig       ] ADI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:05.150532] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADI.txt
[2025-12-10T20:17:05.150706] [INFO ] [sig       ] [53/3612] Completed ADI in 0.3s | 2.79 sym/s | Total: 19.0s | ETA: 21.3m
[2025-12-10T20:17:05.150745] [INFO ] [sig       ] [54/3612] Forecasting ADM...
[2025-12-10T20:17:05.150775] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-10T20:17:05.150804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-10T20:17:05.164764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-10T20:17:05.165231] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-10T20:17:05.166309] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-10T20:17:05.166376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:05.166418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:05.166455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:05.166536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:05.228518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:05.229606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:05.229691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:05.229723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:05.353587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:05.353744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:05.353783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:05.353811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:05.358123] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-12-10T20:17:05.358417] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-10T20:17:05.358553] [INFO ] [sig       ] ADM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:05.509000] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADM.txt
[2025-12-10T20:17:05.509196] [INFO ] [sig       ] [54/3612] Completed ADM in 0.4s | 2.79 sym/s | Total: 19.3s | ETA: 21.2m
[2025-12-10T20:17:05.509236] [INFO ] [sig       ] [55/3612] Forecasting ADMA...
[2025-12-10T20:17:05.509264] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-10T20:17:05.509295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-10T20:17:05.520709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-10T20:17:05.521059] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-10T20:17:05.521872] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-10T20:17:05.521924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:05.521955] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:05.521982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:05.522037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:05.579823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:05.580731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:05.580820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:05.580854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:05.702590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:05.702747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:05.702786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:05.702814] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:05.706194] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-12-10T20:17:05.706489] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-10T20:17:05.706640] [INFO ] [sig       ] ADMA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:05.849109] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADMA.txt
[2025-12-10T20:17:05.849271] [INFO ] [sig       ] [55/3612] Completed ADMA in 0.3s | 2.79 sym/s | Total: 19.7s | ETA: 21.2m
[2025-12-10T20:17:05.849311] [INFO ] [sig       ] [56/3612] Forecasting ADP...
[2025-12-10T20:17:05.849342] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-10T20:17:05.849372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-10T20:17:05.860904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-10T20:17:05.861259] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-10T20:17:05.862065] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-10T20:17:05.862117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:05.862147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:05.862174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:05.862229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:05.919348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:05.920213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:05.920295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:05.920327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:06.041381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:06.041530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:06.041585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:06.041616] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:06.044994] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-10T20:17:06.045303] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-10T20:17:06.045436] [INFO ] [sig       ] ADP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:06.193161] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ADP.txt
[2025-12-10T20:17:06.193296] [INFO ] [sig       ] [56/3612] Completed ADP in 0.3s | 2.80 sym/s | Total: 20.0s | ETA: 21.2m
[2025-12-10T20:17:06.193333] [INFO ] [sig       ] [57/3612] Forecasting ADSE...
[2025-12-10T20:17:06.193362] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-10T20:17:06.193390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-10T20:17:06.206218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-10T20:17:06.206700] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-10T20:17:06.207459] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-10T20:17:06.207510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:06.207552] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:06.207606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:06.207665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:06.265074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:06.265865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:06.265943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:06.265974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:06.390743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:06.390865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:06.390901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:06.390929] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:06.394176] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-10T20:17:06.394447] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-10T20:17:06.394587] [INFO ] [sig       ] ADSE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:06.533355] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADSE.txt
[2025-12-10T20:17:06.533462] [INFO ] [sig       ] [57/3612] Completed ADSE in 0.3s | 2.80 sym/s | Total: 20.4s | ETA: 21.2m
[2025-12-10T20:17:06.533500] [INFO ] [sig       ] [58/3612] Forecasting ADSK...
[2025-12-10T20:17:06.533527] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-10T20:17:06.533557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-10T20:17:06.544276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-10T20:17:06.544553] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-10T20:17:06.545340] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-10T20:17:06.545390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:06.545447] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:06.545474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:06.545531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:06.601700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:06.602326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:06.602405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:06.602437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:06.720390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:06.720508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:06.720544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:06.720589] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:06.723817] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=34.58%)
[2025-12-10T20:17:06.724087] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-10T20:17:06.724220] [INFO ] [sig       ] ADSK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:06.865984] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ADSK.txt
[2025-12-10T20:17:06.866106] [INFO ] [sig       ] [58/3612] Completed ADSK in 0.3s | 2.80 sym/s | Total: 20.7s | ETA: 21.1m
[2025-12-10T20:17:06.866148] [INFO ] [sig       ] [59/3612] Forecasting ADTN...
[2025-12-10T20:17:06.866177] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-10T20:17:06.866207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-10T20:17:06.877193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-10T20:17:06.877484] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-10T20:17:06.878283] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-10T20:17:06.878334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:06.878366] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:06.878392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:06.878448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:06.934642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:06.935235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:06.935310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:06.935341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:07.051933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:07.052051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:07.052089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:07.052116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:07.055366] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-10T20:17:07.055673] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-10T20:17:07.055812] [INFO ] [sig       ] ADTN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:07.194442] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ADTN.txt
[2025-12-10T20:17:07.194554] [INFO ] [sig       ] [59/3612] Completed ADTN in 0.3s | 2.81 sym/s | Total: 21.0s | ETA: 21.1m
[2025-12-10T20:17:07.194607] [INFO ] [sig       ] [60/3612] Forecasting ADTX...
[2025-12-10T20:17:07.194635] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-10T20:17:07.194664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-10T20:17:07.206595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-10T20:17:07.206911] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-10T20:17:07.207745] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-10T20:17:07.207796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:07.207829] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:07.207854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:07.207911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:07.264325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:07.264947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:07.265023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:07.265054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:07.369900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:07.369997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:07.370032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:07.370059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:07.373187] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-10T20:17:07.373451] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-10T20:17:07.373593] [INFO ] [sig       ] ADTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:07.513287] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ADTX.txt
[2025-12-10T20:17:07.513397] [INFO ] [sig       ] [60/3612] Completed ADTX in 0.3s | 2.81 sym/s | Total: 21.4s | ETA: 21.1m
[2025-12-10T20:17:07.513440] [INFO ] [sig       ] [61/3612] Forecasting ADUS...
[2025-12-10T20:17:07.513469] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-10T20:17:07.513499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-10T20:17:07.525141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-10T20:17:07.525454] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-10T20:17:07.526246] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-10T20:17:07.526297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:07.526329] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:07.526355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:07.526411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:07.583160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:07.583789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:07.583868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:07.583900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:07.701770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:07.701927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:07.701968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:07.702034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:07.705486] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-12-10T20:17:07.705786] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-10T20:17:07.705920] [INFO ] [sig       ] ADUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:07.844187] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ADUS.txt
[2025-12-10T20:17:07.844312] [INFO ] [sig       ] [61/3612] Completed ADUS in 0.3s | 2.81 sym/s | Total: 21.7s | ETA: 21.0m
[2025-12-10T20:17:07.844351] [INFO ] [sig       ] [62/3612] Forecasting ADX...
[2025-12-10T20:17:07.844379] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-10T20:17:07.844410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-10T20:17:07.855828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-10T20:17:07.856148] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-10T20:17:07.856936] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-10T20:17:07.856986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:07.857017] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:07.857043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:07.857099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:07.913961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:07.914621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:07.914700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:07.914730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:08.031512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:08.031664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:08.031701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:08.031729] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:08.035029] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-10T20:17:08.035303] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-10T20:17:08.035450] [INFO ] [sig       ] ADX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:08.172894] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ADX.txt
[2025-12-10T20:17:08.173037] [INFO ] [sig       ] [62/3612] Completed ADX in 0.3s | 2.82 sym/s | Total: 22.0s | ETA: 21.0m
[2025-12-10T20:17:08.173077] [INFO ] [sig       ] [63/3612] Forecasting AEE...
[2025-12-10T20:17:08.173107] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-10T20:17:08.173135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-10T20:17:08.184510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-10T20:17:08.184856] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-10T20:17:08.185699] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-10T20:17:08.185754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:08.185786] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:08.185813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:08.185872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:08.245912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:08.246867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:08.246957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:08.246991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:08.372898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:08.373053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:08.373094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:08.373124] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:08.376640] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-10T20:17:08.376940] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-10T20:17:08.377078] [INFO ] [sig       ] AEE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:08.516930] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEE.txt
[2025-12-10T20:17:08.517063] [INFO ] [sig       ] [63/3612] Completed AEE in 0.3s | 2.82 sym/s | Total: 22.4s | ETA: 21.0m
[2025-12-10T20:17:08.517102] [INFO ] [sig       ] [64/3612] Forecasting AEFC...
[2025-12-10T20:17:08.517132] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-10T20:17:08.517162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-10T20:17:08.529034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-10T20:17:08.529425] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-10T20:17:08.530248] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-10T20:17:08.530300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:08.530331] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:08.530356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:08.530411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:08.587306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:08.588274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:08.588363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:08.588397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:08.710003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:08.710167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:08.710210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:08.710256] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:08.713788] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-10T20:17:08.714075] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-10T20:17:08.714209] [INFO ] [sig       ] AEFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:08.860522] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEFC.txt
[2025-12-10T20:17:08.860676] [INFO ] [sig       ] [64/3612] Completed AEFC in 0.3s | 2.82 sym/s | Total: 22.7s | ETA: 21.0m
[2025-12-10T20:17:08.860717] [INFO ] [sig       ] [65/3612] Forecasting AEG...
[2025-12-10T20:17:08.860747] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-10T20:17:08.860777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-10T20:17:08.871861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-10T20:17:08.872206] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-10T20:17:08.873033] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-10T20:17:08.873087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:08.873120] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:08.873148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:08.873206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:08.933559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:08.934424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:08.934529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:08.934596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:09.059673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:09.059840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:09.059884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:09.059915] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:09.063387] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=31.12%)
[2025-12-10T20:17:09.063697] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-10T20:17:09.063833] [INFO ] [sig       ] AEG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:09.210767] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEG.txt
[2025-12-10T20:17:09.210913] [INFO ] [sig       ] [65/3612] Completed AEG in 0.4s | 2.82 sym/s | Total: 23.0s | ETA: 21.0m
[2025-12-10T20:17:09.210957] [INFO ] [sig       ] [66/3612] Forecasting AEHL...
[2025-12-10T20:17:09.210990] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-10T20:17:09.211023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-10T20:17:09.222963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-10T20:17:09.223314] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-10T20:17:09.224137] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-10T20:17:09.224192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:09.224231] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:09.224259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:09.224318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:09.285590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:09.286357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:09.286443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:09.286496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:09.430568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:09.430737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:09.430776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:09.430802] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:09.434150] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-10T20:17:09.434427] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-10T20:17:09.434555] [INFO ] [sig       ] AEHL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:09.571793] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEHL.txt
[2025-12-10T20:17:09.571937] [INFO ] [sig       ] [66/3612] Completed AEHL in 0.4s | 2.82 sym/s | Total: 23.4s | ETA: 21.0m
[2025-12-10T20:17:09.571979] [INFO ] [sig       ] [67/3612] Forecasting AEI...
[2025-12-10T20:17:09.572011] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-10T20:17:09.572042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-10T20:17:09.583938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-10T20:17:09.584313] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-10T20:17:09.585200] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-10T20:17:09.585254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:09.585287] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:09.585314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:09.585373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:09.645843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:09.646700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:09.646785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:09.646819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:09.764368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:09.764528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:09.764568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:09.764615] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:09.768149] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-10T20:17:09.768467] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-10T20:17:09.768624] [INFO ] [sig       ] AEI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:09.915982] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEI.txt
[2025-12-10T20:17:09.916131] [INFO ] [sig       ] [67/3612] Completed AEI in 0.3s | 2.82 sym/s | Total: 23.8s | ETA: 20.9m
[2025-12-10T20:17:09.916173] [INFO ] [sig       ] [68/3612] Forecasting AEIS...
[2025-12-10T20:17:09.916205] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-10T20:17:09.916235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-10T20:17:09.928712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-10T20:17:09.929078] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-10T20:17:09.930114] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-10T20:17:09.930177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:09.930219] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:09.930260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:09.930318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:09.990880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:09.991761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:09.991887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:09.991920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:10.120205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:10.120360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:10.120400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:10.120428] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:10.124466] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-10T20:17:10.124784] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-10T20:17:10.124922] [INFO ] [sig       ] AEIS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:10.268779] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AEIS.txt
[2025-12-10T20:17:10.268920] [INFO ] [sig       ] [68/3612] Completed AEIS in 0.4s | 2.82 sym/s | Total: 24.1s | ETA: 20.9m
[2025-12-10T20:17:10.268960] [INFO ] [sig       ] [69/3612] Forecasting AEM...
[2025-12-10T20:17:10.268991] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-10T20:17:10.269023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-10T20:17:10.280419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-10T20:17:10.280796] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-10T20:17:10.281618] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-10T20:17:10.281670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:10.281703] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:10.281730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:10.281787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:10.339467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:10.340271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:10.340354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:10.340388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:10.460704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:10.460856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:10.460896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:10.460925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:10.464390] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-10T20:17:10.464695] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-10T20:17:10.464831] [INFO ] [sig       ] AEM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:10.609125] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AEM.txt
[2025-12-10T20:17:10.609274] [INFO ] [sig       ] [69/3612] Completed AEM in 0.3s | 2.82 sym/s | Total: 24.4s | ETA: 20.9m
[2025-12-10T20:17:10.609315] [INFO ] [sig       ] [70/3612] Forecasting AEMD...
[2025-12-10T20:17:10.609346] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-10T20:17:10.609377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-10T20:17:10.621867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-10T20:17:10.622211] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-10T20:17:10.623158] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-10T20:17:10.623220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:10.623255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:10.623281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:10.623337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:10.686675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:10.687454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:10.687538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:10.687587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:10.810430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:10.810597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:10.810640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:10.810669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:10.814276] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-10T20:17:10.814737] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-10T20:17:10.814867] [INFO ] [sig       ] AEMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:10.960153] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AEMD.txt
[2025-12-10T20:17:10.960301] [INFO ] [sig       ] [70/3612] Completed AEMD in 0.4s | 2.82 sym/s | Total: 24.8s | ETA: 20.9m
[2025-12-10T20:17:10.960340] [INFO ] [sig       ] [71/3612] Forecasting AEO...
[2025-12-10T20:17:10.960370] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-10T20:17:10.960399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-10T20:17:10.972486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-10T20:17:10.972832] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-10T20:17:10.973640] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-10T20:17:10.973692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:10.973724] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:10.973749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:10.973804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:11.032093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:11.032934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:11.033017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:11.033048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:11.157923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:11.158075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:11.158114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:11.158143] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:11.161480] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-12-10T20:17:11.161776] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-10T20:17:11.161910] [INFO ] [sig       ] AEO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:11.302979] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEO.txt
[2025-12-10T20:17:11.303156] [INFO ] [sig       ] [71/3612] Completed AEO in 0.3s | 2.82 sym/s | Total: 25.1s | ETA: 20.9m
[2025-12-10T20:17:11.303196] [INFO ] [sig       ] [72/3612] Forecasting AEP...
[2025-12-10T20:17:11.303226] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-10T20:17:11.303262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-10T20:17:11.314765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-10T20:17:11.315077] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-10T20:17:11.315904] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-10T20:17:11.315957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:11.315990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:11.316019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:11.316078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:11.376908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:11.377786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:11.377876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:11.377909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:11.495401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:11.495548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:11.495605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:11.495635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:11.499021] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2025-12-10T20:17:11.499298] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-10T20:17:11.499425] [INFO ] [sig       ] AEP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:11.638247] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEP.txt
[2025-12-10T20:17:11.638383] [INFO ] [sig       ] [72/3612] Completed AEP in 0.3s | 2.83 sym/s | Total: 25.5s | ETA: 20.9m
[2025-12-10T20:17:11.638422] [INFO ] [sig       ] [73/3612] Forecasting AES...
[2025-12-10T20:17:11.638452] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-10T20:17:11.638481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-10T20:17:11.650179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-10T20:17:11.650592] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-10T20:17:11.651465] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-10T20:17:11.651520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:11.651553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:11.651605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:11.651670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:11.710941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:11.711864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:11.711951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:11.711985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:11.830202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:11.830339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:11.830377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:11.830404] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:11.833792] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-10T20:17:11.834068] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-10T20:17:11.834194] [INFO ] [sig       ] AES: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:11.979380] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AES.txt
[2025-12-10T20:17:11.979515] [INFO ] [sig       ] [73/3612] Completed AES in 0.3s | 2.83 sym/s | Total: 25.8s | ETA: 20.9m
[2025-12-10T20:17:11.979554] [INFO ] [sig       ] [74/3612] Forecasting AESI...
[2025-12-10T20:17:11.979602] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-10T20:17:11.979633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-10T20:17:11.991266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-10T20:17:11.991635] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-10T20:17:11.992473] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-10T20:17:11.992527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:11.992560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:11.992615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:11.992678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:12.054023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:12.055021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:12.055104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:12.055137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:12.172749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:12.172891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:12.172930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:12.172958] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:12.176317] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-10T20:17:12.176610] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-10T20:17:12.176739] [INFO ] [sig       ] AESI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:12.318528] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AESI.txt
[2025-12-10T20:17:12.318688] [INFO ] [sig       ] [74/3612] Completed AESI in 0.3s | 2.83 sym/s | Total: 26.2s | ETA: 20.8m
[2025-12-10T20:17:12.318728] [INFO ] [sig       ] [75/3612] Forecasting AEVA...
[2025-12-10T20:17:12.318757] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-10T20:17:12.318787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-10T20:17:12.330455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-10T20:17:12.330816] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-10T20:17:12.331695] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-10T20:17:12.331749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:12.331809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:12.331843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:12.331920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:12.391083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:12.391941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:12.392025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:12.392059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:12.509376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:12.509527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:12.509566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:12.509613] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:12.512989] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-10T20:17:12.513286] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-10T20:17:12.513413] [INFO ] [sig       ] AEVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:12.655921] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEVA.txt
[2025-12-10T20:17:12.656073] [INFO ] [sig       ] [75/3612] Completed AEVA in 0.3s | 2.83 sym/s | Total: 26.5s | ETA: 20.8m
[2025-12-10T20:17:12.656112] [INFO ] [sig       ] [76/3612] Forecasting AEYE...
[2025-12-10T20:17:12.656142] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-10T20:17:12.656171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-10T20:17:12.667796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-10T20:17:12.668176] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-10T20:17:12.669087] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-10T20:17:12.669141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:12.669174] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:12.669201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:12.669260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:12.727842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:12.728763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:12.728849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:12.728882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:12.849139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:12.849294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:12.849339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:12.849373] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:12.853256] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-10T20:17:12.853744] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-10T20:17:12.853871] [INFO ] [sig       ] AEYE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:13.002977] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AEYE.txt
[2025-12-10T20:17:13.003124] [INFO ] [sig       ] [76/3612] Completed AEYE in 0.3s | 2.83 sym/s | Total: 26.8s | ETA: 20.8m
[2025-12-10T20:17:13.003165] [INFO ] [sig       ] [77/3612] Forecasting AFB...
[2025-12-10T20:17:13.003196] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-10T20:17:13.003228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-10T20:17:13.015642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-10T20:17:13.015999] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-10T20:17:13.016881] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-10T20:17:13.016935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:13.016968] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:13.016997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:13.017056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:13.077858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:13.078655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:13.078740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:13.078773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:13.207980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:13.208149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:13.208188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:13.208216] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:13.211633] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-10T20:17:13.211930] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-10T20:17:13.212067] [INFO ] [sig       ] AFB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:13.362802] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AFB.txt
[2025-12-10T20:17:13.362973] [INFO ] [sig       ] [77/3612] Completed AFB in 0.4s | 2.83 sym/s | Total: 27.2s | ETA: 20.8m
[2025-12-10T20:17:13.363013] [INFO ] [sig       ] [78/3612] Forecasting AFCG...
[2025-12-10T20:17:13.363044] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-10T20:17:13.363073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-10T20:17:13.379352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-10T20:17:13.379727] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-10T20:17:13.380521] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-10T20:17:13.380598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:13.380645] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:13.380683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:13.380743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:13.448234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:13.449203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:13.449303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:13.449337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:13.575132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:13.575285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:13.575328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:13.575394] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:13.579358] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-10T20:17:13.579843] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-10T20:17:13.579972] [INFO ] [sig       ] AFCG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:13.720872] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AFCG.txt
[2025-12-10T20:17:13.720977] [INFO ] [sig       ] [78/3612] Completed AFCG in 0.4s | 2.83 sym/s | Total: 27.6s | ETA: 20.8m
[2025-12-10T20:17:13.721014] [INFO ] [sig       ] [79/3612] Forecasting AFG...
[2025-12-10T20:17:13.721042] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-10T20:17:13.721072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-10T20:17:13.734288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-10T20:17:13.734560] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-10T20:17:13.735338] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-10T20:17:13.735388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:13.735419] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:13.735445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:13.735501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:13.794268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:13.795083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:13.795159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:13.795190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:13.915424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:13.915548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:13.915600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:13.915636] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:13.919270] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-10T20:17:13.919546] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-10T20:17:13.919693] [INFO ] [sig       ] AFG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:14.064756] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AFG.txt
[2025-12-10T20:17:14.064890] [INFO ] [sig       ] [79/3612] Completed AFG in 0.3s | 2.83 sym/s | Total: 27.9s | ETA: 20.8m
[2025-12-10T20:17:14.064929] [INFO ] [sig       ] [80/3612] Forecasting AFGC...
[2025-12-10T20:17:14.064958] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-10T20:17:14.064986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-10T20:17:14.076544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-10T20:17:14.076881] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-10T20:17:14.078011] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-10T20:17:14.078062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:14.078093] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:14.078119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:14.078175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:14.140217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:14.140929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:14.141016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:14.141048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:14.243517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:14.243641] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:17:14.243677] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:14.243705] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:14.246880] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-10T20:17:14.247146] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-10T20:17:14.247270] [INFO ] [sig       ] AFGC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:14.389090] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AFGC.txt
[2025-12-10T20:17:14.389218] [INFO ] [sig       ] [80/3612] Completed AFGC in 0.3s | 2.83 sym/s | Total: 28.2s | ETA: 20.8m
[2025-12-10T20:17:14.389256] [INFO ] [sig       ] [81/3612] Forecasting AFL...
[2025-12-10T20:17:14.389284] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-10T20:17:14.389318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-10T20:17:14.401638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-10T20:17:14.401909] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-10T20:17:14.402706] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-10T20:17:14.402756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:14.402797] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:14.402824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:14.402898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:14.460542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:14.461180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:14.461257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:14.461288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:14.578975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:14.579126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:14.579164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:14.579191] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:14.582547] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-10T20:17:14.582843] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-10T20:17:14.582971] [INFO ] [sig       ] AFL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:14.725694] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AFL.txt
[2025-12-10T20:17:14.725838] [INFO ] [sig       ] [81/3612] Completed AFL in 0.3s | 2.84 sym/s | Total: 28.6s | ETA: 20.8m
[2025-12-10T20:17:14.725878] [INFO ] [sig       ] [82/3612] Forecasting AFRI...
[2025-12-10T20:17:14.725907] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-10T20:17:14.725935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-10T20:17:14.736146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-10T20:17:14.736419] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-10T20:17:14.737337] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-10T20:17:14.737389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:14.737420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:14.737446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:14.737501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:14.797318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:14.798161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:14.798242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:14.798274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:14.900515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:14.900689] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:17:14.900731] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:14.900759] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:14.904238] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-10T20:17:14.904522] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-10T20:17:14.904672] [INFO ] [sig       ] AFRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:15.056345] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AFRI.txt
[2025-12-10T20:17:15.056677] [INFO ] [sig       ] [82/3612] Completed AFRI in 0.3s | 2.84 sym/s | Total: 28.9s | ETA: 20.7m
[2025-12-10T20:17:15.056721] [INFO ] [sig       ] [83/3612] Forecasting AFRM...
[2025-12-10T20:17:15.056752] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-10T20:17:15.056783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-10T20:17:15.070335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-10T20:17:15.070671] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-10T20:17:15.071470] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-10T20:17:15.071523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:15.071556] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:15.071604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:15.071662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:15.134120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:15.134932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:15.135015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:15.135050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:15.262243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:15.262399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:15.262439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:15.262467] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:15.265976] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=91.98%)
[2025-12-10T20:17:15.266262] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-10T20:17:15.266408] [INFO ] [sig       ] AFRM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:15.411191] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AFRM.txt
[2025-12-10T20:17:15.411342] [INFO ] [sig       ] [83/3612] Completed AFRM in 0.4s | 2.84 sym/s | Total: 29.2s | ETA: 20.7m
[2025-12-10T20:17:15.411389] [INFO ] [sig       ] [84/3612] Forecasting AFYA...
[2025-12-10T20:17:15.411424] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-10T20:17:15.411460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-10T20:17:15.423749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-10T20:17:15.424071] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-10T20:17:15.425110] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-10T20:17:15.425161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:15.425192] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:15.425218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:15.425273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:15.483369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:15.484044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:15.484122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:15.484152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:15.609525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:15.609703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:15.609742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:15.609770] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:15.613539] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=18.20%)
[2025-12-10T20:17:15.613844] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-10T20:17:15.613972] [INFO ] [sig       ] AFYA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:15.756149] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AFYA.txt
[2025-12-10T20:17:15.756277] [INFO ] [sig       ] [84/3612] Completed AFYA in 0.3s | 2.84 sym/s | Total: 29.6s | ETA: 20.7m
[2025-12-10T20:17:15.756337] [INFO ] [sig       ] [85/3612] Forecasting AG...
[2025-12-10T20:17:15.756370] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-10T20:17:15.756400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-10T20:17:15.769427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-10T20:17:15.769966] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-10T20:17:15.770763] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-10T20:17:15.770814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:15.770846] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:15.770873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:15.770929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:15.830947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:15.831800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:15.831912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:15.831945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:15.956097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:15.956251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:15.956291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:15.956319] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:15.960245] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-10T20:17:15.960734] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-10T20:17:15.960863] [INFO ] [sig       ] AG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:16.109310] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AG.txt
[2025-12-10T20:17:16.109459] [INFO ] [sig       ] [85/3612] Completed AG in 0.4s | 2.84 sym/s | Total: 29.9s | ETA: 20.7m
[2025-12-10T20:17:16.109498] [INFO ] [sig       ] [86/3612] Forecasting AGCO...
[2025-12-10T20:17:16.109527] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-10T20:17:16.109557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-10T20:17:16.122139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-10T20:17:16.122483] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-10T20:17:16.123337] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-10T20:17:16.123390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:16.123428] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:16.123461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:16.123516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:16.186588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:16.187871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:16.187965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:16.188008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:16.318533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:16.318707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:16.318749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:16.318778] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:16.322290] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-10T20:17:16.322590] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-10T20:17:16.322736] [INFO ] [sig       ] AGCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:16.464627] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGCO.txt
[2025-12-10T20:17:16.464785] [INFO ] [sig       ] [86/3612] Completed AGCO in 0.4s | 2.84 sym/s | Total: 30.3s | ETA: 20.7m
[2025-12-10T20:17:16.464826] [INFO ] [sig       ] [87/3612] Forecasting AGD...
[2025-12-10T20:17:16.464857] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-10T20:17:16.464887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-10T20:17:16.477214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-10T20:17:16.477627] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-10T20:17:16.478548] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-10T20:17:16.478623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:16.478659] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:16.478688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:16.478745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:16.541565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:16.542483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:16.542590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:16.542628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:16.666497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:16.666667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:16.666707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:16.666735] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:16.670201] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-10T20:17:16.670479] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-10T20:17:16.670837] [INFO ] [sig       ] AGD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:16.820924] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGD.txt
[2025-12-10T20:17:16.821088] [INFO ] [sig       ] [87/3612] Completed AGD in 0.4s | 2.84 sym/s | Total: 30.7s | ETA: 20.7m
[2025-12-10T20:17:16.821129] [INFO ] [sig       ] [88/3612] Forecasting AGEN...
[2025-12-10T20:17:16.821159] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-10T20:17:16.821191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-10T20:17:16.834634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-10T20:17:16.834988] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-10T20:17:16.835791] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-10T20:17:16.835841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:16.835873] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:16.835899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:16.835954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:16.894301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:16.895390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:16.895473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:16.895505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:17.022134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:17.022275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:17.022313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:17.022357] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:17.026008] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-10T20:17:17.026282] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-10T20:17:17.026416] [INFO ] [sig       ] AGEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:17.178704] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGEN.txt
[2025-12-10T20:17:17.178864] [INFO ] [sig       ] [88/3612] Completed AGEN in 0.4s | 2.84 sym/s | Total: 31.0s | ETA: 20.7m
[2025-12-10T20:17:17.178904] [INFO ] [sig       ] [89/3612] Forecasting AGI...
[2025-12-10T20:17:17.178932] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-10T20:17:17.178961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-10T20:17:17.202604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-10T20:17:17.202929] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-10T20:17:17.203940] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-10T20:17:17.203993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:17.204025] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:17.204051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:17.204107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:17.262786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:17.263439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:17.263521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:17.263552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:17.384956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:17.385106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:17.385144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:17.385171] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:17.388981] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-12-10T20:17:17.389261] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-10T20:17:17.389397] [INFO ] [sig       ] AGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:17.535131] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGI.txt
[2025-12-10T20:17:17.535264] [INFO ] [sig       ] [89/3612] Completed AGI in 0.4s | 2.84 sym/s | Total: 31.4s | ETA: 20.7m
[2025-12-10T20:17:17.535304] [INFO ] [sig       ] [90/3612] Forecasting AGIO...
[2025-12-10T20:17:17.535332] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-10T20:17:17.535363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-10T20:17:17.547366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-10T20:17:17.547688] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-10T20:17:17.548484] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-10T20:17:17.548535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:17.548565] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:17.548610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:17.548666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:17.607653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:17.608367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:17.608447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:17.608492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:17.734551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:17.734734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:17.734785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:17.734813] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:17.738224] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=79.79%)
[2025-12-10T20:17:17.738513] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-10T20:17:17.738660] [INFO ] [sig       ] AGIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:17.881721] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGIO.txt
[2025-12-10T20:17:17.881883] [INFO ] [sig       ] [90/3612] Completed AGIO in 0.3s | 2.84 sym/s | Total: 31.7s | ETA: 20.7m
[2025-12-10T20:17:17.881926] [INFO ] [sig       ] [91/3612] Forecasting AGM...
[2025-12-10T20:17:17.881957] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-10T20:17:17.881988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-10T20:17:17.894364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-10T20:17:17.894966] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-10T20:17:17.895998] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-10T20:17:17.896051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:17.896084] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:17.896112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:17.896169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:17.958362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:17.959462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:17.959560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:17.959612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:18.084813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:18.084971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:18.085011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:18.085041] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:18.089478] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-10T20:17:18.089991] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-10T20:17:18.090126] [INFO ] [sig       ] AGM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:18.231954] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGM.txt
[2025-12-10T20:17:18.232126] [INFO ] [sig       ] [91/3612] Completed AGM in 0.4s | 2.84 sym/s | Total: 32.1s | ETA: 20.7m
[2025-12-10T20:17:18.232166] [INFO ] [sig       ] [92/3612] Forecasting AGMH...
[2025-12-10T20:17:18.232195] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-10T20:17:18.232224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-10T20:17:18.244248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-10T20:17:18.244670] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-10T20:17:18.245456] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-10T20:17:18.245507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:18.245565] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:18.245625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:18.245684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:18.304633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:18.305503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:18.305603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:18.305638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:18.421657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:18.421816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:18.421867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:18.421896] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:18.425719] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-10T20:17:18.426027] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-10T20:17:18.426161] [INFO ] [sig       ] AGMH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:18.569761] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGMH.txt
[2025-12-10T20:17:18.569924] [INFO ] [sig       ] [92/3612] Completed AGMH in 0.3s | 2.84 sym/s | Total: 32.4s | ETA: 20.7m
[2025-12-10T20:17:18.569968] [INFO ] [sig       ] [93/3612] Forecasting AGNC...
[2025-12-10T20:17:18.570006] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-10T20:17:18.570043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-10T20:17:18.581419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-10T20:17:18.581775] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-10T20:17:18.582543] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-10T20:17:18.582616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:18.582648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:18.582674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:18.582730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:18.645039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:18.645978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:18.646090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:18.646127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:18.773304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:18.773463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:18.773502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:18.773530] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:18.777044] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-10T20:17:18.777377] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-10T20:17:18.777521] [INFO ] [sig       ] AGNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:18.928811] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AGNC.txt
[2025-12-10T20:17:18.928974] [INFO ] [sig       ] [93/3612] Completed AGNC in 0.4s | 2.84 sym/s | Total: 32.8s | ETA: 20.7m
[2025-12-10T20:17:18.929014] [INFO ] [sig       ] [94/3612] Forecasting AGNCL...
[2025-12-10T20:17:18.929044] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-10T20:17:18.929073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-10T20:17:18.942133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-10T20:17:18.942479] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-10T20:17:18.943307] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-10T20:17:18.943359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:18.943391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:18.943418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:18.943473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:19.003326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:19.004170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:19.004250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:19.004282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:19.112133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:19.112266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:19.112303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:19.112330] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:19.116057] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-10T20:17:19.116330] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-10T20:17:19.116457] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:19.262253] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AGNCL.txt
[2025-12-10T20:17:19.262386] [INFO ] [sig       ] [94/3612] Completed AGNCL in 0.3s | 2.84 sym/s | Total: 33.1s | ETA: 20.6m
[2025-12-10T20:17:19.262425] [INFO ] [sig       ] [95/3612] Forecasting AGNCM...
[2025-12-10T20:17:19.262454] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-10T20:17:19.262485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-10T20:17:19.274178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-10T20:17:19.274512] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-10T20:17:19.275315] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-10T20:17:19.275365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:19.275396] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:19.275424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:19.275481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:19.331880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:19.332547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:19.332642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:19.332675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:19.436422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:19.436564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:19.436619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:19.436678] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:19.440130] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=51.78%)
[2025-12-10T20:17:19.440412] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-10T20:17:19.440542] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:19.582404] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGNCM.txt
[2025-12-10T20:17:19.582539] [INFO ] [sig       ] [95/3612] Completed AGNCM in 0.3s | 2.84 sym/s | Total: 33.4s | ETA: 20.6m
[2025-12-10T20:17:19.582778] [INFO ] [sig       ] [96/3612] Forecasting AGNCN...
[2025-12-10T20:17:19.582809] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-10T20:17:19.582849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-10T20:17:19.595647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-10T20:17:19.596009] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-10T20:17:19.596833] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-10T20:17:19.596885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:19.596916] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:19.596941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:19.596996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:19.656236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:19.656897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:19.656977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:19.657007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:19.775295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:19.775446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:19.775483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:19.775510] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:19.779041] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-12-10T20:17:19.779328] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-10T20:17:19.779476] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:19.925218] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGNCN.txt
[2025-12-10T20:17:19.925349] [INFO ] [sig       ] [96/3612] Completed AGNCN in 0.3s | 2.84 sym/s | Total: 33.8s | ETA: 20.6m
[2025-12-10T20:17:19.925388] [INFO ] [sig       ] [97/3612] Forecasting AGNCO...
[2025-12-10T20:17:19.925416] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-10T20:17:19.925446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-10T20:17:19.938004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-10T20:17:19.938349] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-10T20:17:19.939184] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-10T20:17:19.939236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:19.939266] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:19.939291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:19.939346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:19.996172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:19.996796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:19.996876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:19.996908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:20.110160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:20.110277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:20.110314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:20.110343] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:20.113559] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=59.94%)
[2025-12-10T20:17:20.113845] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-10T20:17:20.113971] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:20.251711] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGNCO.txt
[2025-12-10T20:17:20.251826] [INFO ] [sig       ] [97/3612] Completed AGNCO in 0.3s | 2.85 sym/s | Total: 34.1s | ETA: 20.6m
[2025-12-10T20:17:20.251863] [INFO ] [sig       ] [98/3612] Forecasting AGNCP...
[2025-12-10T20:17:20.251891] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-10T20:17:20.251922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-10T20:17:20.263199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-10T20:17:20.263466] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-10T20:17:20.264245] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-10T20:17:20.264295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:20.264326] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:20.264352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:20.264407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:20.321220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:20.321826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:20.321904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:20.321935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:20.438186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:20.438282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:20.438316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:20.438343] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:20.441451] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=63.66%)
[2025-12-10T20:17:20.441738] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-10T20:17:20.441863] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:20.581323] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGNCP.txt
[2025-12-10T20:17:20.581434] [INFO ] [sig       ] [98/3612] Completed AGNCP in 0.3s | 2.85 sym/s | Total: 34.4s | ETA: 20.6m
[2025-12-10T20:17:20.581472] [INFO ] [sig       ] [99/3612] Forecasting AGO...
[2025-12-10T20:17:20.581500] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-10T20:17:20.581531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-10T20:17:20.594054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-10T20:17:20.594315] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-10T20:17:20.595308] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-10T20:17:20.595358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:20.595388] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:20.595413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:20.595467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:20.654801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:20.655418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:20.655496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:20.655527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:20.770082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:20.770176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:20.770210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:20.770252] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:20.773399] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-10T20:17:20.773688] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-10T20:17:20.773814] [INFO ] [sig       ] AGO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:20.917806] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AGO.txt
[2025-12-10T20:17:20.917911] [INFO ] [sig       ] [99/3612] Completed AGO in 0.3s | 2.85 sym/s | Total: 34.8s | ETA: 20.6m
[2025-12-10T20:17:20.917948] [INFO ] [sig       ] [100/3612] Forecasting AGRO...
[2025-12-10T20:17:20.917977] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-10T20:17:20.918005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-10T20:17:20.930447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-10T20:17:20.930727] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-10T20:17:20.931490] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-10T20:17:20.931541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:20.931590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:20.931619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:20.931675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:20.987392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:20.988011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:20.988089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:20.988120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:21.112113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:21.112239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:21.112281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:21.112310] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:21.115642] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=44.64%)
[2025-12-10T20:17:21.115910] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-10T20:17:21.116032] [INFO ] [sig       ] AGRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:21.254253] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AGRO.txt
[2025-12-10T20:17:21.254357] [INFO ] [sig       ] [100/3612] Completed AGRO in 0.3s | 2.85 sym/s | Total: 35.1s | ETA: 20.5m
[2025-12-10T20:17:21.254395] [INFO ] [sig       ] [101/3612] Forecasting AGX...
[2025-12-10T20:17:21.254424] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-10T20:17:21.254453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-10T20:17:21.266239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-10T20:17:21.266519] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-10T20:17:21.267299] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-10T20:17:21.267349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:21.267380] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:21.267405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:21.267460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:21.324202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:21.324825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:21.324910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:21.324953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:21.439506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:21.439625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:21.439662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:21.439688] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:21.442841] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-10T20:17:21.443106] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-10T20:17:21.443231] [INFO ] [sig       ] AGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:21.582244] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGX.txt
[2025-12-10T20:17:21.582349] [INFO ] [sig       ] [101/3612] Completed AGX in 0.3s | 2.85 sym/s | Total: 35.4s | ETA: 20.5m
[2025-12-10T20:17:21.582385] [INFO ] [sig       ] [102/3612] Forecasting AGYS...
[2025-12-10T20:17:21.582412] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-10T20:17:21.582440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-10T20:17:21.593962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-10T20:17:21.594231] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-10T20:17:21.595021] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-10T20:17:21.595073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:21.595104] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:21.595131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:21.595187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:21.652112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:21.652723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:21.652825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:21.652858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:21.770542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:21.770655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:21.770692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:21.770718] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:21.773818] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-12-10T20:17:21.774082] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-10T20:17:21.774206] [INFO ] [sig       ] AGYS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:21.914144] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AGYS.txt
[2025-12-10T20:17:21.914255] [INFO ] [sig       ] [102/3612] Completed AGYS in 0.3s | 2.85 sym/s | Total: 35.8s | ETA: 20.5m
[2025-12-10T20:17:21.914292] [INFO ] [sig       ] [103/3612] Forecasting AGZD...
[2025-12-10T20:17:21.914321] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-10T20:17:21.914349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-10T20:17:21.926269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-10T20:17:21.926599] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-10T20:17:21.927367] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-10T20:17:21.927417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:21.927448] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:21.927474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:21.927540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:21.985150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:21.985785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:21.985862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:21.985893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:22.097714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:22.097833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:22.097871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:22.097898] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:22.101507] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-12-10T20:17:22.101796] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-10T20:17:22.101920] [INFO ] [sig       ] AGZD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:22.240586] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AGZD.txt
[2025-12-10T20:17:22.240694] [INFO ] [sig       ] [103/3612] Completed AGZD in 0.3s | 2.85 sym/s | Total: 36.1s | ETA: 20.5m
[2025-12-10T20:17:22.240731] [INFO ] [sig       ] [104/3612] Forecasting AHCO...
[2025-12-10T20:17:22.240759] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-10T20:17:22.240787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-10T20:17:22.253755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-10T20:17:22.254120] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-10T20:17:22.254957] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-10T20:17:22.255008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:22.255039] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:22.255064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:22.255120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:22.312589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:22.313504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:22.313608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:22.313642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:22.433886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:22.434038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:22.434082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:22.434109] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:22.437811] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-10T20:17:22.438094] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-10T20:17:22.438224] [INFO ] [sig       ] AHCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:22.581118] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AHCO.txt
[2025-12-10T20:17:22.581287] [INFO ] [sig       ] [104/3612] Completed AHCO in 0.3s | 2.86 sym/s | Total: 36.4s | ETA: 20.5m
[2025-12-10T20:17:22.581328] [INFO ] [sig       ] [105/3612] Forecasting AHH...
[2025-12-10T20:17:22.581358] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-10T20:17:22.581388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-10T20:17:22.593825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-10T20:17:22.594127] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-10T20:17:22.595122] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-10T20:17:22.595182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:22.595214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:22.595241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:22.595296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:22.653872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:22.654482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:22.654563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:22.654613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:22.776858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:22.776960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:22.776995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:22.777022] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:22.780302] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-10T20:17:22.780569] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-10T20:17:22.780711] [INFO ] [sig       ] AHH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:22.917485] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AHH.txt
[2025-12-10T20:17:22.917632] [INFO ] [sig       ] [105/3612] Completed AHH in 0.3s | 2.86 sym/s | Total: 36.8s | ETA: 20.5m
[2025-12-10T20:17:22.917672] [INFO ] [sig       ] [106/3612] Forecasting AI...
[2025-12-10T20:17:22.917713] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-10T20:17:22.917744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-10T20:17:22.929442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-10T20:17:22.929735] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-10T20:17:22.930510] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-10T20:17:22.930562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:22.930614] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:22.930641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:22.930697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:22.987442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:22.988083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:22.988163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:22.988195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:23.114230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:23.114358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:23.114394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:23.114421] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:23.117963] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-10T20:17:23.118240] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-10T20:17:23.118368] [INFO ] [sig       ] AI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:23.255281] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AI.txt
[2025-12-10T20:17:23.255388] [INFO ] [sig       ] [106/3612] Completed AI in 0.3s | 2.86 sym/s | Total: 37.1s | ETA: 20.4m
[2025-12-10T20:17:23.255425] [INFO ] [sig       ] [107/3612] Forecasting AIA...
[2025-12-10T20:17:23.255452] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-10T20:17:23.255481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-10T20:17:23.266946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-10T20:17:23.267257] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-10T20:17:23.268084] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-10T20:17:23.268137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:23.268168] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:23.268195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:23.268251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:23.324247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:23.324870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:23.324948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:23.324979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:23.440443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:23.440548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:23.440600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:23.440628] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:23.443775] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-10T20:17:23.444037] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-10T20:17:23.444159] [INFO ] [sig       ] AIA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:23.583423] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIA.txt
[2025-12-10T20:17:23.583529] [INFO ] [sig       ] [107/3612] Completed AIA in 0.3s | 2.86 sym/s | Total: 37.4s | ETA: 20.4m
[2025-12-10T20:17:23.583567] [INFO ] [sig       ] [108/3612] Forecasting AIFF...
[2025-12-10T20:17:23.583614] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-10T20:17:23.583642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-10T20:17:23.595176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-10T20:17:23.595455] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-10T20:17:23.596246] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-10T20:17:23.596297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:23.596329] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:23.596355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:23.596409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:23.654409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:23.655215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:23.655292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:23.655323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:23.777683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:23.777990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:23.778025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:23.778052] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:23.781201] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-10T20:17:23.781466] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-10T20:17:23.781606] [INFO ] [sig       ] AIFF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:23.925490] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AIFF.txt
[2025-12-10T20:17:23.925620] [INFO ] [sig       ] [108/3612] Completed AIFF in 0.3s | 2.86 sym/s | Total: 37.8s | ETA: 20.4m
[2025-12-10T20:17:23.925660] [INFO ] [sig       ] [109/3612] Forecasting AIG...
[2025-12-10T20:17:23.925688] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-10T20:17:23.925903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-10T20:17:23.937916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-10T20:17:23.938177] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-10T20:17:23.938964] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-10T20:17:23.939015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:23.939072] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:23.939100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:23.939156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:23.998158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:23.998809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:23.998886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:23.998918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:24.123809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:24.123918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:24.123953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:24.123980] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:24.127180] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-10T20:17:24.127447] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-10T20:17:24.127587] [INFO ] [sig       ] AIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:24.269185] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIG.txt
[2025-12-10T20:17:24.269294] [INFO ] [sig       ] [109/3612] Completed AIG in 0.3s | 2.86 sym/s | Total: 38.1s | ETA: 20.4m
[2025-12-10T20:17:24.269335] [INFO ] [sig       ] [110/3612] Forecasting AIMD...
[2025-12-10T20:17:24.269368] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-10T20:17:24.269397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-10T20:17:24.281811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-10T20:17:24.282112] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-10T20:17:24.282905] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-10T20:17:24.282957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:24.282988] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:24.283014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:24.283069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:24.341925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:24.342741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:24.342819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:24.342850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:24.457371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:24.457460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:24.457495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:24.457521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:24.460730] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-10T20:17:24.461010] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-10T20:17:24.461132] [INFO ] [sig       ] AIMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:24.602946] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIMD.txt
[2025-12-10T20:17:24.603053] [INFO ] [sig       ] [110/3612] Completed AIMD in 0.3s | 2.86 sym/s | Total: 38.4s | ETA: 20.4m
[2025-12-10T20:17:24.603090] [INFO ] [sig       ] [111/3612] Forecasting AIO...
[2025-12-10T20:17:24.603119] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-10T20:17:24.603147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-10T20:17:24.615106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-10T20:17:24.615369] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-10T20:17:24.616179] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-10T20:17:24.616229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:24.616261] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:24.616287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:24.616342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:24.674742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:24.675339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:24.675416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:24.675446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:24.796050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:24.796157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:24.796192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:24.796218] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:24.799459] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=77.50%)
[2025-12-10T20:17:24.799782] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-10T20:17:24.799906] [INFO ] [sig       ] AIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:24.942636] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIO.txt
[2025-12-10T20:17:24.942940] [INFO ] [sig       ] [111/3612] Completed AIO in 0.3s | 2.86 sym/s | Total: 38.8s | ETA: 20.4m
[2025-12-10T20:17:24.942976] [INFO ] [sig       ] [112/3612] Forecasting AIP...
[2025-12-10T20:17:24.943005] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-10T20:17:24.943034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-10T20:17:24.954105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-10T20:17:24.954381] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-10T20:17:24.955177] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-10T20:17:24.955227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:24.955257] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:24.955282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:24.955337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:25.013513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:25.014144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:25.014222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:25.014253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:25.135708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:25.135832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:25.135883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:25.135938] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:25.139220] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-10T20:17:25.139493] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-10T20:17:25.139643] [INFO ] [sig       ] AIP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:25.281162] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIP.txt
[2025-12-10T20:17:25.281270] [INFO ] [sig       ] [112/3612] Completed AIP in 0.3s | 2.86 sym/s | Total: 39.1s | ETA: 20.4m
[2025-12-10T20:17:25.281307] [INFO ] [sig       ] [113/3612] Forecasting AIPI...
[2025-12-10T20:17:25.281336] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-10T20:17:25.281365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-10T20:17:25.294115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-10T20:17:25.294410] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-10T20:17:25.295254] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-10T20:17:25.295308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:25.295339] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:25.295367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:25.295423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:25.352662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:25.353547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:25.353645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:25.353677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:25.473007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:25.473161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:25.473200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:25.473226] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:25.476769] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-10T20:17:25.477042] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-10T20:17:25.477166] [INFO ] [sig       ] AIPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:25.623626] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIPI.txt
[2025-12-10T20:17:25.623752] [INFO ] [sig       ] [113/3612] Completed AIPI in 0.3s | 2.86 sym/s | Total: 39.5s | ETA: 20.4m
[2025-12-10T20:17:25.623791] [INFO ] [sig       ] [114/3612] Forecasting AIQ...
[2025-12-10T20:17:25.623820] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-10T20:17:25.623849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-10T20:17:25.636262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-10T20:17:25.636587] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-10T20:17:25.637605] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-10T20:17:25.637662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:25.637912] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:25.637941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:25.638001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:25.697459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:25.698150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:25.698241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:25.698273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:25.819381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:25.819498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:25.819533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:25.819561] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:25.823046] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=38.71%)
[2025-12-10T20:17:25.823504] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-10T20:17:25.823676] [INFO ] [sig       ] AIQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:25.966598] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AIQ.txt
[2025-12-10T20:17:25.966723] [INFO ] [sig       ] [114/3612] Completed AIQ in 0.3s | 2.86 sym/s | Total: 39.8s | ETA: 20.4m
[2025-12-10T20:17:25.966760] [INFO ] [sig       ] [115/3612] Forecasting AIRG...
[2025-12-10T20:17:25.966789] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-10T20:17:25.966819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-10T20:17:25.979008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-10T20:17:25.979321] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-10T20:17:25.980123] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-10T20:17:25.980175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:25.980206] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:25.980233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:25.980289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:26.040489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:26.041146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:26.041224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:26.041255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:26.156508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:26.156670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:26.156709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:26.156736] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:26.160073] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-10T20:17:26.160342] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-10T20:17:26.160468] [INFO ] [sig       ] AIRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:26.302475] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AIRG.txt
[2025-12-10T20:17:26.302612] [INFO ] [sig       ] [115/3612] Completed AIRG in 0.3s | 2.87 sym/s | Total: 40.1s | ETA: 20.3m
[2025-12-10T20:17:26.302652] [INFO ] [sig       ] [116/3612] Forecasting AIRJ...
[2025-12-10T20:17:26.302681] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-10T20:17:26.302709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-10T20:17:26.315301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-10T20:17:26.315646] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-10T20:17:26.316441] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-10T20:17:26.316492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:26.316534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:26.316561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:26.316634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:26.376352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:26.377004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:26.377082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:26.377113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:26.502038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:26.502198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:26.502239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:26.502267] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:26.505906] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-12-10T20:17:26.506184] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-10T20:17:26.506318] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:26.652971] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIRJ.txt
[2025-12-10T20:17:26.653100] [INFO ] [sig       ] [116/3612] Completed AIRJ in 0.4s | 2.86 sym/s | Total: 40.5s | ETA: 20.3m
[2025-12-10T20:17:26.653139] [INFO ] [sig       ] [117/3612] Forecasting AIRS...
[2025-12-10T20:17:26.653168] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-10T20:17:26.653203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-10T20:17:26.666113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-10T20:17:26.666487] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-10T20:17:26.667284] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-10T20:17:26.667335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:26.667365] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:26.667391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:26.667447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:26.731441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:26.732339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:26.732445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:26.732479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:26.860022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:26.860167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:26.860206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:26.860233] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:26.864017] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=51.10%)
[2025-12-10T20:17:26.864292] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-10T20:17:26.864419] [INFO ] [sig       ] AIRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:27.004346] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AIRS.txt
[2025-12-10T20:17:27.004461] [INFO ] [sig       ] [117/3612] Completed AIRS in 0.4s | 2.86 sym/s | Total: 40.8s | ETA: 20.3m
[2025-12-10T20:17:27.004499] [INFO ] [sig       ] [118/3612] Forecasting AISP...
[2025-12-10T20:17:27.004528] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-10T20:17:27.004557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-10T20:17:27.017231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-10T20:17:27.017520] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-10T20:17:27.018529] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-10T20:17:27.018595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:27.018629] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:27.018654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:27.018724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:27.077962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:27.078744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:27.079032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:27.079064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:27.202723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:27.203052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:27.203090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:27.203117] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:27.206829] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2025-12-10T20:17:27.207099] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-10T20:17:27.207228] [INFO ] [sig       ] AISP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:27.350260] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AISP.txt
[2025-12-10T20:17:27.350429] [INFO ] [sig       ] [118/3612] Completed AISP in 0.3s | 2.86 sym/s | Total: 41.2s | ETA: 20.3m
[2025-12-10T20:17:27.350470] [INFO ] [sig       ] [119/3612] Forecasting AIZN...
[2025-12-10T20:17:27.350500] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-10T20:17:27.350531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-10T20:17:27.362982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-10T20:17:27.363353] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-10T20:17:27.364141] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-10T20:17:27.364190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:27.364221] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:27.364249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:27.364304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:27.425025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:27.425939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:27.426050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:27.426083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:27.541022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:27.541177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:27.541217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:27.541245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:27.544732] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-10T20:17:27.545086] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-10T20:17:27.545228] [INFO ] [sig       ] AIZN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:27.687246] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AIZN.txt
[2025-12-10T20:17:27.687407] [INFO ] [sig       ] [119/3612] Completed AIZN in 0.3s | 2.87 sym/s | Total: 41.5s | ETA: 20.3m
[2025-12-10T20:17:27.687446] [INFO ] [sig       ] [120/3612] Forecasting AJG...
[2025-12-10T20:17:27.687481] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-10T20:17:27.687513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-10T20:17:27.701542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-10T20:17:27.702141] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-10T20:17:27.703267] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-10T20:17:27.703324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:27.703359] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:27.703390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:27.703463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:27.770532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:27.771408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:27.771490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:27.771523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:27.897595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:27.897771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:27.897810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:27.897838] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:27.901393] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-12-10T20:17:27.901689] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-10T20:17:27.901821] [INFO ] [sig       ] AJG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:28.048405] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AJG.txt
[2025-12-10T20:17:28.048585] [INFO ] [sig       ] [120/3612] Completed AJG in 0.4s | 2.86 sym/s | Total: 41.9s | ETA: 20.3m
[2025-12-10T20:17:28.048629] [INFO ] [sig       ] [121/3612] Forecasting AKAM...
[2025-12-10T20:17:28.048664] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-10T20:17:28.048693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-10T20:17:28.060540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-10T20:17:28.060934] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-10T20:17:28.061820] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-10T20:17:28.061872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:28.061903] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:28.061929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:28.061985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:28.121248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:28.122146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:28.122252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:28.122285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:28.240673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:28.240829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:28.240866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:28.240891] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:28.244272] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-10T20:17:28.244554] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-10T20:17:28.244706] [INFO ] [sig       ] AKAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:28.390065] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AKAM.txt
[2025-12-10T20:17:28.390232] [INFO ] [sig       ] [121/3612] Completed AKAM in 0.3s | 2.87 sym/s | Total: 42.2s | ETA: 20.3m
[2025-12-10T20:17:28.390272] [INFO ] [sig       ] [122/3612] Forecasting AKBA...
[2025-12-10T20:17:28.390301] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-10T20:17:28.390331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-10T20:17:28.402329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-10T20:17:28.402671] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-10T20:17:28.403442] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-10T20:17:28.403492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:28.403524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:28.403549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:28.403620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:28.464391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:28.465262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:28.465343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:28.465374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:28.591209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:28.591369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:28.591408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:28.591435] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:28.594890] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=46.14%)
[2025-12-10T20:17:28.595198] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-10T20:17:28.595333] [INFO ] [sig       ] AKBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:28.735707] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AKBA.txt
[2025-12-10T20:17:28.736093] [INFO ] [sig       ] [122/3612] Completed AKBA in 0.3s | 2.87 sym/s | Total: 42.6s | ETA: 20.3m
[2025-12-10T20:17:28.736133] [INFO ] [sig       ] [123/3612] Forecasting AL...
[2025-12-10T20:17:28.736162] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-10T20:17:28.736192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-10T20:17:28.747590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-10T20:17:28.747946] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-10T20:17:28.748781] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-10T20:17:28.748833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:28.748866] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:28.748892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:28.748949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:28.810665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:28.811742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:28.812016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:28.812047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:28.938285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:28.938440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:28.938477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:28.938523] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:28.941907] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-10T20:17:28.942187] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-10T20:17:28.942316] [INFO ] [sig       ] AL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:29.086111] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AL.txt
[2025-12-10T20:17:29.086274] [INFO ] [sig       ] [123/3612] Completed AL in 0.4s | 2.87 sym/s | Total: 42.9s | ETA: 20.3m
[2025-12-10T20:17:29.086314] [INFO ] [sig       ] [124/3612] Forecasting ALAB...
[2025-12-10T20:17:29.086342] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-10T20:17:29.086373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-10T20:17:29.098456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-10T20:17:29.098827] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-10T20:17:29.099678] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-10T20:17:29.099730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:29.099762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:29.099788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:29.099845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:29.157923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:29.158821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:29.158905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:29.158937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:29.281399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:29.281545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:29.281600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:29.281630] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:29.284979] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-10T20:17:29.285261] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-10T20:17:29.285392] [INFO ] [sig       ] ALAB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:29.432041] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALAB.txt
[2025-12-10T20:17:29.432205] [INFO ] [sig       ] [124/3612] Completed ALAB in 0.3s | 2.87 sym/s | Total: 43.3s | ETA: 20.3m
[2025-12-10T20:17:29.432244] [INFO ] [sig       ] [125/3612] Forecasting ALB...
[2025-12-10T20:17:29.432273] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-10T20:17:29.432305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-10T20:17:29.444351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-10T20:17:29.444716] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-10T20:17:29.445730] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-10T20:17:29.445791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:29.445830] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:29.445859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:29.445915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:29.503094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:29.504031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:29.504115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:29.504162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:29.629098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:29.629240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:29.629279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:29.629307] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:29.632693] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-10T20:17:29.633172] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-10T20:17:29.633297] [INFO ] [sig       ] ALB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:29.785482] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALB.txt
[2025-12-10T20:17:29.785660] [INFO ] [sig       ] [125/3612] Completed ALB in 0.4s | 2.87 sym/s | Total: 43.6s | ETA: 20.3m
[2025-12-10T20:17:29.785702] [INFO ] [sig       ] [126/3612] Forecasting ALC...
[2025-12-10T20:17:29.785732] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-10T20:17:29.785765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-10T20:17:29.796616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-10T20:17:29.796899] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-10T20:17:29.797690] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-10T20:17:29.797767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:29.797824] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:29.797851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:29.797908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:29.855239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:29.855911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:29.855990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:29.856022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:29.972867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:29.973007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:29.973044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:29.973071] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:29.976361] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=72.15%)
[2025-12-10T20:17:29.976661] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-10T20:17:29.976789] [INFO ] [sig       ] ALC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:30.119078] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALC.txt
[2025-12-10T20:17:30.119237] [INFO ] [sig       ] [126/3612] Completed ALC in 0.3s | 2.87 sym/s | Total: 44.0s | ETA: 20.3m
[2025-12-10T20:17:30.119278] [INFO ] [sig       ] [127/3612] Forecasting ALCO...
[2025-12-10T20:17:30.119308] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-10T20:17:30.119337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-10T20:17:30.131525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-10T20:17:30.131902] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-10T20:17:30.132735] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-10T20:17:30.132787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:30.132817] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:30.132855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:30.132916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:30.192460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:30.193410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:30.193506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:30.193539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:30.325939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:30.326091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:30.326132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:30.326159] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:30.330202] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=83.71%)
[2025-12-10T20:17:30.330498] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-10T20:17:30.330653] [INFO ] [sig       ] ALCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:30.479966] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALCO.txt
[2025-12-10T20:17:30.480134] [INFO ] [sig       ] [127/3612] Completed ALCO in 0.4s | 2.87 sym/s | Total: 44.3s | ETA: 20.3m
[2025-12-10T20:17:30.480175] [INFO ] [sig       ] [128/3612] Forecasting ALDX...
[2025-12-10T20:17:30.480204] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-10T20:17:30.480233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-10T20:17:30.491848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-10T20:17:30.492205] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-10T20:17:30.493011] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-10T20:17:30.493062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:30.493093] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:30.493119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:30.493174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:30.551254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:30.552024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:30.552110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:30.552142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:30.677273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:30.677426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:30.677465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:30.677492] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:30.680930] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-12-10T20:17:30.681215] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-10T20:17:30.681344] [INFO ] [sig       ] ALDX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:30.820729] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALDX.txt
[2025-12-10T20:17:30.820885] [INFO ] [sig       ] [128/3612] Completed ALDX in 0.3s | 2.87 sym/s | Total: 44.7s | ETA: 20.3m
[2025-12-10T20:17:30.820926] [INFO ] [sig       ] [129/3612] Forecasting ALE...
[2025-12-10T20:17:30.820957] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-10T20:17:30.820987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-10T20:17:30.831903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-10T20:17:30.832228] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-10T20:17:30.833033] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-10T20:17:30.833090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:30.833129] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:30.833159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:30.833215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:30.889994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:30.890824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:30.890906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:30.890938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:31.010186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:31.010346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:31.010384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:31.010446] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:31.014625] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-10T20:17:31.015108] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-10T20:17:31.015246] [INFO ] [sig       ] ALE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:31.210987] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALE.txt
[2025-12-10T20:17:31.211147] [INFO ] [sig       ] [129/3612] Completed ALE in 0.4s | 2.86 sym/s | Total: 45.0s | ETA: 20.3m
[2025-12-10T20:17:31.211187] [INFO ] [sig       ] [130/3612] Forecasting ALEC...
[2025-12-10T20:17:31.211215] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-10T20:17:31.211244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-10T20:17:31.222670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-10T20:17:31.222959] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-10T20:17:31.223747] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-10T20:17:31.223799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:31.223829] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:31.223855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:31.223910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:31.279777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:31.280491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:31.280587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:31.280621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:31.406765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:31.406913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:31.406951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:31.406977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:31.410695] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-10T20:17:31.411154] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-10T20:17:31.411282] [INFO ] [sig       ] ALEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:31.555995] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALEC.txt
[2025-12-10T20:17:31.556130] [INFO ] [sig       ] [130/3612] Completed ALEC in 0.3s | 2.86 sym/s | Total: 45.4s | ETA: 20.3m
[2025-12-10T20:17:31.556168] [INFO ] [sig       ] [131/3612] Forecasting ALEX...
[2025-12-10T20:17:31.556195] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-10T20:17:31.556231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-10T20:17:31.569316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-10T20:17:31.569629] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-10T20:17:31.570464] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-10T20:17:31.570516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:31.570547] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:31.570590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:31.570655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:31.631537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:31.632231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:31.632309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:31.632340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:31.756061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:31.756208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:31.756245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:31.756274] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:31.759640] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-10T20:17:31.759919] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-10T20:17:31.760043] [INFO ] [sig       ] ALEX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:31.903963] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALEX.txt
[2025-12-10T20:17:31.904131] [INFO ] [sig       ] [131/3612] Completed ALEX in 0.3s | 2.86 sym/s | Total: 45.7s | ETA: 20.3m
[2025-12-10T20:17:31.904171] [INFO ] [sig       ] [132/3612] Forecasting ALG...
[2025-12-10T20:17:31.904202] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-10T20:17:31.904233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-10T20:17:31.916931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-10T20:17:31.917234] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-10T20:17:31.918082] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-10T20:17:31.918133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:31.918162] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:31.918187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:31.918242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:31.979505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:31.980433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:31.980537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:31.980595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:32.102158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:32.102310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:32.102349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:32.102376] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:32.105777] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2025-12-10T20:17:32.106070] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-10T20:17:32.106205] [INFO ] [sig       ] ALG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:32.250679] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALG.txt
[2025-12-10T20:17:32.250829] [INFO ] [sig       ] [132/3612] Completed ALG in 0.3s | 2.86 sym/s | Total: 46.1s | ETA: 20.3m
[2025-12-10T20:17:32.250870] [INFO ] [sig       ] [133/3612] Forecasting ALGM...
[2025-12-10T20:17:32.250898] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-10T20:17:32.250927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-10T20:17:32.262268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-10T20:17:32.262592] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-10T20:17:32.263402] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-10T20:17:32.263456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:32.263489] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:32.263515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:32.263590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:32.323092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:32.323776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:32.323856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:32.323890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:32.449501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:32.449661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:32.449701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:32.449728] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:32.453448] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-10T20:17:32.453748] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-10T20:17:32.453878] [INFO ] [sig       ] ALGM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:32.598280] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALGM.txt
[2025-12-10T20:17:32.598427] [INFO ] [sig       ] [133/3612] Completed ALGM in 0.3s | 2.86 sym/s | Total: 46.4s | ETA: 20.2m
[2025-12-10T20:17:32.598468] [INFO ] [sig       ] [134/3612] Forecasting ALGN...
[2025-12-10T20:17:32.598497] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-10T20:17:32.598526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-10T20:17:32.610609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-10T20:17:32.610897] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-10T20:17:32.611684] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-10T20:17:32.611737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:32.611768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:32.611794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:32.611863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:32.670868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:32.671687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:32.671773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:32.671805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:32.795217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:32.795477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:32.795519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:32.795547] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:32.799326] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-10T20:17:32.799637] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-10T20:17:32.799777] [INFO ] [sig       ] ALGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:32.951456] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALGN.txt
[2025-12-10T20:17:32.951634] [INFO ] [sig       ] [134/3612] Completed ALGN in 0.4s | 2.86 sym/s | Total: 46.8s | ETA: 20.2m
[2025-12-10T20:17:32.951676] [INFO ] [sig       ] [135/3612] Forecasting ALGS...
[2025-12-10T20:17:32.951704] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-10T20:17:32.951735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-10T20:17:32.964532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-10T20:17:32.964964] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-10T20:17:32.965910] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-10T20:17:32.965975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:32.966013] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:32.966046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:32.966127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:33.030697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:33.031604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:33.031691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:33.031725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:33.152223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:33.152376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:33.152426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:33.152466] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:33.156618] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=42.20%)
[2025-12-10T20:17:33.156901] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-10T20:17:33.157033] [INFO ] [sig       ] ALGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:33.312289] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALGS.txt
[2025-12-10T20:17:33.312429] [INFO ] [sig       ] [135/3612] Completed ALGS in 0.4s | 2.86 sym/s | Total: 47.1s | ETA: 20.2m
[2025-12-10T20:17:33.312468] [INFO ] [sig       ] [136/3612] Forecasting ALHC...
[2025-12-10T20:17:33.312496] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-10T20:17:33.312528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-10T20:17:33.323822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-10T20:17:33.324118] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-10T20:17:33.324913] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-10T20:17:33.324965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:33.324996] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:33.325024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:33.325080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:33.382866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:33.383507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:33.383630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:33.383664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:33.507398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:33.507597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:33.507638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:33.507667] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:33.511442] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=48.01%)
[2025-12-10T20:17:33.511740] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-10T20:17:33.511870] [INFO ] [sig       ] ALHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:33.655230] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALHC.txt
[2025-12-10T20:17:33.655366] [INFO ] [sig       ] [136/3612] Completed ALHC in 0.3s | 2.86 sym/s | Total: 47.5s | ETA: 20.2m
[2025-12-10T20:17:33.655405] [INFO ] [sig       ] [137/3612] Forecasting ALK...
[2025-12-10T20:17:33.655434] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-10T20:17:33.655463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-10T20:17:33.667644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-10T20:17:33.667978] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-10T20:17:33.668836] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-10T20:17:33.668899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:33.668930] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:33.668956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:33.669012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:33.731793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:33.732602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:33.732684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:33.732716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:33.863530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:33.863718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:33.863769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:33.863819] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:33.867448] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-10T20:17:33.867777] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-10T20:17:33.867912] [INFO ] [sig       ] ALK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:34.018622] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALK.txt
[2025-12-10T20:17:34.018792] [INFO ] [sig       ] [137/3612] Completed ALK in 0.4s | 2.86 sym/s | Total: 47.9s | ETA: 20.2m
[2025-12-10T20:17:34.018840] [INFO ] [sig       ] [138/3612] Forecasting ALKS...
[2025-12-10T20:17:34.018874] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-10T20:17:34.018912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-10T20:17:34.030412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-10T20:17:34.030791] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-10T20:17:34.031697] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-10T20:17:34.031748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:34.031784] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:34.031809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:34.031864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:34.093160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:34.094075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:34.094162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:34.094196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:34.219826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:34.219992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:34.220031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:34.220059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:34.223589] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=36.03%)
[2025-12-10T20:17:34.223889] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-10T20:17:34.224029] [INFO ] [sig       ] ALKS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:34.366968] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALKS.txt
[2025-12-10T20:17:34.367103] [INFO ] [sig       ] [138/3612] Completed ALKS in 0.3s | 2.86 sym/s | Total: 48.2s | ETA: 20.2m
[2025-12-10T20:17:34.367142] [INFO ] [sig       ] [139/3612] Forecasting ALL...
[2025-12-10T20:17:34.367172] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-10T20:17:34.367201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-10T20:17:34.378942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-10T20:17:34.379430] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-10T20:17:34.380483] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-10T20:17:34.380535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:34.380565] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:34.380618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:34.380674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:34.439678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:34.440425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:34.440505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:34.440537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:34.558669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:34.558819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:34.558860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:34.558889] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:34.562564] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-10T20:17:34.562912] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-10T20:17:34.563072] [INFO ] [sig       ] ALL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:34.709631] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALL.txt
[2025-12-10T20:17:34.709785] [INFO ] [sig       ] [139/3612] Completed ALL in 0.3s | 2.86 sym/s | Total: 48.5s | ETA: 20.2m
[2025-12-10T20:17:34.709824] [INFO ] [sig       ] [140/3612] Forecasting ALLE...
[2025-12-10T20:17:34.709853] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-10T20:17:34.709882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-10T20:17:34.722474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-10T20:17:34.722811] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-10T20:17:34.723747] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-10T20:17:34.723809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:34.723842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:34.723867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:34.723923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:34.784423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:34.785350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:34.785433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:34.785465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:34.913136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:34.913317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:34.913357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:34.913384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:34.917044] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-10T20:17:34.917328] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-10T20:17:34.917461] [INFO ] [sig       ] ALLE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:35.067881] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALLE.txt
[2025-12-10T20:17:35.068226] [INFO ] [sig       ] [140/3612] Completed ALLE in 0.4s | 2.86 sym/s | Total: 48.9s | ETA: 20.2m
[2025-12-10T20:17:35.068267] [INFO ] [sig       ] [141/3612] Forecasting ALLO...
[2025-12-10T20:17:35.068294] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-10T20:17:35.068325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-10T20:17:35.080378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-10T20:17:35.080756] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-10T20:17:35.081533] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-10T20:17:35.081603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:35.081636] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:35.081662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:35.081717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:35.138363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:35.139384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:35.139469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:35.139500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:35.260779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:35.260932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:35.260971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:35.261192] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:35.264993] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-10T20:17:35.265273] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-10T20:17:35.265399] [INFO ] [sig       ] ALLO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:35.407641] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALLO.txt
[2025-12-10T20:17:35.407821] [INFO ] [sig       ] [141/3612] Completed ALLO in 0.3s | 2.86 sym/s | Total: 49.2s | ETA: 20.2m
[2025-12-10T20:17:35.407864] [INFO ] [sig       ] [142/3612] Forecasting ALLY...
[2025-12-10T20:17:35.407893] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-10T20:17:35.407930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-10T20:17:35.420649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-10T20:17:35.421076] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-10T20:17:35.421913] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-10T20:17:35.421966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:35.422001] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:35.422029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:35.422087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:35.483266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:35.484102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:35.484185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:35.484218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:35.612168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:35.612352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:35.612392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:35.612421] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:35.615950] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-10T20:17:35.616244] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-10T20:17:35.616372] [INFO ] [sig       ] ALLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:35.760315] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALLY.txt
[2025-12-10T20:17:35.760468] [INFO ] [sig       ] [142/3612] Completed ALLY in 0.4s | 2.86 sym/s | Total: 49.6s | ETA: 20.2m
[2025-12-10T20:17:35.760509] [INFO ] [sig       ] [143/3612] Forecasting ALMS...
[2025-12-10T20:17:35.760538] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-10T20:17:35.760566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-10T20:17:35.772245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-10T20:17:35.772523] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-10T20:17:35.773306] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-10T20:17:35.773358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:35.773415] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:35.773443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:35.773498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:35.832501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:35.833241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:35.833322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:35.833353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:35.956553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:35.956721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:35.956759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:35.956785] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:35.960520] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-10T20:17:35.960817] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-10T20:17:35.960950] [INFO ] [sig       ] ALMS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:36.125735] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALMS.txt
[2025-12-10T20:17:36.125894] [INFO ] [sig       ] [143/3612] Completed ALMS in 0.4s | 2.86 sym/s | Total: 50.0s | ETA: 20.2m
[2025-12-10T20:17:36.125941] [INFO ] [sig       ] [144/3612] Forecasting ALNY...
[2025-12-10T20:17:36.125971] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-10T20:17:36.126001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-10T20:17:36.139199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-10T20:17:36.139535] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-10T20:17:36.140596] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-10T20:17:36.140650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:36.140683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:36.140710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:36.140767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:36.204125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:36.205136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:36.205239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:36.205275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:36.337755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:36.337937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:36.337979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:36.338008] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:36.342554] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-12-10T20:17:36.342951] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-10T20:17:36.343313] [INFO ] [sig       ] ALNY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:36.502368] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALNY.txt
[2025-12-10T20:17:36.502535] [INFO ] [sig       ] [144/3612] Completed ALNY in 0.4s | 2.86 sym/s | Total: 50.3s | ETA: 20.2m
[2025-12-10T20:17:36.502596] [INFO ] [sig       ] [145/3612] Forecasting ALRM...
[2025-12-10T20:17:36.502631] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-10T20:17:36.502663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-10T20:17:36.514639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-10T20:17:36.514974] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-10T20:17:36.515772] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-10T20:17:36.515824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:36.515855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:36.515880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:36.515936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:36.575769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:36.576689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:36.576771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:36.576804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:36.702016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:36.702170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:36.702209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:36.702238] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:36.705620] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-12-10T20:17:36.705947] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-10T20:17:36.706084] [INFO ] [sig       ] ALRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:36.849901] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALRM.txt
[2025-12-10T20:17:36.850062] [INFO ] [sig       ] [145/3612] Completed ALRM in 0.3s | 2.86 sym/s | Total: 50.7s | ETA: 20.2m
[2025-12-10T20:17:36.850101] [INFO ] [sig       ] [146/3612] Forecasting ALRS...
[2025-12-10T20:17:36.850130] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-10T20:17:36.850161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-10T20:17:36.861391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-10T20:17:36.861781] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-10T20:17:36.862559] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-10T20:17:36.862632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:36.862663] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:36.862688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:36.862743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:36.922305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:36.923219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:36.923306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:36.923338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:37.056470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:37.056687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:37.056731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:37.056794] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:37.060470] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-10T20:17:37.060819] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-10T20:17:37.060967] [INFO ] [sig       ] ALRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:37.209123] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALRS.txt
[2025-12-10T20:17:37.209302] [INFO ] [sig       ] [146/3612] Completed ALRS in 0.4s | 2.86 sym/s | Total: 51.0s | ETA: 20.2m
[2025-12-10T20:17:37.209344] [INFO ] [sig       ] [147/3612] Forecasting ALSN...
[2025-12-10T20:17:37.209374] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-10T20:17:37.209406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-10T20:17:37.221996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-10T20:17:37.222380] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-10T20:17:37.223217] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-10T20:17:37.223270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:37.223303] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:37.223331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:37.223388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:37.286558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:37.287728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:37.287816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:37.287850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:37.415348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:37.415512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:37.415605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:37.415652] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:37.419540] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-12-10T20:17:37.419879] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-10T20:17:37.420022] [INFO ] [sig       ] ALSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:37.570129] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALSN.txt
[2025-12-10T20:17:37.570286] [INFO ] [sig       ] [147/3612] Completed ALSN in 0.4s | 2.86 sym/s | Total: 51.4s | ETA: 20.2m
[2025-12-10T20:17:37.570326] [INFO ] [sig       ] [148/3612] Forecasting ALTG...
[2025-12-10T20:17:37.570355] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-10T20:17:37.570384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-10T20:17:37.582548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-10T20:17:37.582930] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-10T20:17:37.583759] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-10T20:17:37.583822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:37.583858] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:37.583886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:37.583945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:37.644015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:37.644792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:37.644874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:37.644912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:37.765054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:37.765405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:37.765443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:37.765472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:37.768898] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-12-10T20:17:37.769182] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-10T20:17:37.769315] [INFO ] [sig       ] ALTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:37.917467] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALTG.txt
[2025-12-10T20:17:37.917654] [INFO ] [sig       ] [148/3612] Completed ALTG in 0.3s | 2.86 sym/s | Total: 51.8s | ETA: 20.2m
[2025-12-10T20:17:37.917713] [INFO ] [sig       ] [149/3612] Forecasting ALTI...
[2025-12-10T20:17:37.917750] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-10T20:17:37.917781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-10T20:17:37.929547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-10T20:17:37.929863] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-10T20:17:37.930835] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-10T20:17:37.930886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:37.930917] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:37.930943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:37.930998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:37.991196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:37.992031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:37.992131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:37.992165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:38.111771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:38.111933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:38.111971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:38.111999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:38.115461] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-10T20:17:38.115763] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-10T20:17:38.115900] [INFO ] [sig       ] ALTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:38.256206] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALTI.txt
[2025-12-10T20:17:38.256342] [INFO ] [sig       ] [149/3612] Completed ALTI in 0.3s | 2.86 sym/s | Total: 52.1s | ETA: 20.2m
[2025-12-10T20:17:38.256381] [INFO ] [sig       ] [150/3612] Forecasting ALTS...
[2025-12-10T20:17:38.256410] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-10T20:17:38.256438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-10T20:17:38.267883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-10T20:17:38.268187] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-10T20:17:38.269009] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-10T20:17:38.269060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:38.269092] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:38.269117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:38.269173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:38.327493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:38.328194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:38.328273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:38.328304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:38.449835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:38.449980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:38.450020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:38.450047] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:38.453529] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-10T20:17:38.453825] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-10T20:17:38.453955] [INFO ] [sig       ] ALTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:38.600136] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALTS.txt
[2025-12-10T20:17:38.600270] [INFO ] [sig       ] [150/3612] Completed ALTS in 0.3s | 2.86 sym/s | Total: 52.4s | ETA: 20.2m
[2025-12-10T20:17:38.600309] [INFO ] [sig       ] [151/3612] Forecasting ALTY...
[2025-12-10T20:17:38.600337] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-10T20:17:38.600366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-10T20:17:38.613046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-10T20:17:38.613548] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-10T20:17:38.614538] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-10T20:17:38.614612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:38.614660] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:38.614686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:38.614740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:38.672702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:38.673387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:38.673465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:38.673496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:38.779534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:38.779704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:38.779743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:38.779771] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:38.783428] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2025-12-10T20:17:38.783722] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-10T20:17:38.783850] [INFO ] [sig       ] ALTY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:38.925009] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALTY.txt
[2025-12-10T20:17:38.925145] [INFO ] [sig       ] [151/3612] Completed ALTY in 0.3s | 2.86 sym/s | Total: 52.8s | ETA: 20.2m
[2025-12-10T20:17:38.925183] [INFO ] [sig       ] [152/3612] Forecasting ALVO...
[2025-12-10T20:17:38.925212] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-10T20:17:38.925241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-10T20:17:38.937927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-10T20:17:38.938273] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-10T20:17:38.939080] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-10T20:17:38.939131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:38.939162] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:38.939189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:38.939244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:38.998833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:38.999665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:38.999748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:38.999780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:39.122693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:39.122851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:39.122888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:39.122915] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:39.126451] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-10T20:17:39.126743] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-10T20:17:39.126876] [INFO ] [sig       ] ALVO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:39.272640] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALVO.txt
[2025-12-10T20:17:39.272817] [INFO ] [sig       ] [152/3612] Completed ALVO in 0.3s | 2.86 sym/s | Total: 53.1s | ETA: 20.1m
[2025-12-10T20:17:39.272857] [INFO ] [sig       ] [153/3612] Forecasting ALX...
[2025-12-10T20:17:39.272888] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-10T20:17:39.272917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-10T20:17:39.284523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-10T20:17:39.284929] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-10T20:17:39.285732] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-10T20:17:39.285783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:39.285813] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:39.285840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:39.285897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:39.345469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:39.346298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:39.346413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:39.346448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:39.460116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:39.460265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:39.460305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:39.460333] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:39.463888] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-12-10T20:17:39.464365] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-10T20:17:39.464496] [INFO ] [sig       ] ALX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:39.611460] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALX.txt
[2025-12-10T20:17:39.611651] [INFO ] [sig       ] [153/3612] Completed ALX in 0.3s | 2.86 sym/s | Total: 53.4s | ETA: 20.1m
[2025-12-10T20:17:39.611696] [INFO ] [sig       ] [154/3612] Forecasting ALXO...
[2025-12-10T20:17:39.611729] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-10T20:17:39.611763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-10T20:17:39.624475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-10T20:17:39.624861] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-10T20:17:39.625879] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-10T20:17:39.625938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:39.625972] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:39.626000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:39.626059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:39.688152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:39.689046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:39.689135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:39.689169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:39.809951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:39.810092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:39.810132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:39.810337] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:39.814063] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-10T20:17:39.814336] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-10T20:17:39.814465] [INFO ] [sig       ] ALXO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:39.954771] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ALXO.txt
[2025-12-10T20:17:39.954907] [INFO ] [sig       ] [154/3612] Completed ALXO in 0.3s | 2.86 sym/s | Total: 53.8s | ETA: 20.1m
[2025-12-10T20:17:39.954954] [INFO ] [sig       ] [155/3612] Forecasting ALZN...
[2025-12-10T20:17:39.954984] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-10T20:17:39.955013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-10T20:17:39.967258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-10T20:17:39.967637] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-10T20:17:39.968496] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-10T20:17:39.968558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:39.968640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:39.968676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:39.968734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:40.027077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:40.027966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:40.028056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:40.028096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:40.147252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:40.147400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:40.147438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:40.147467] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:40.150999] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-10T20:17:40.151286] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-10T20:17:40.151416] [INFO ] [sig       ] ALZN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:40.291853] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ALZN.txt
[2025-12-10T20:17:40.291990] [INFO ] [sig       ] [155/3612] Completed ALZN in 0.3s | 2.86 sym/s | Total: 54.1s | ETA: 20.1m
[2025-12-10T20:17:40.292029] [INFO ] [sig       ] [156/3612] Forecasting AM...
[2025-12-10T20:17:40.292059] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-10T20:17:40.292088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-10T20:17:40.304817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-10T20:17:40.305145] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-10T20:17:40.306030] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-10T20:17:40.306084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:40.306116] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:40.306144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:40.306202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:40.363252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:40.364000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:40.364079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:40.364112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:40.484311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:40.484467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:40.484506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:40.484536] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:40.488541] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-10T20:17:40.488841] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-10T20:17:40.488990] [INFO ] [sig       ] AM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:40.631635] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AM.txt
[2025-12-10T20:17:40.631828] [INFO ] [sig       ] [156/3612] Completed AM in 0.3s | 2.86 sym/s | Total: 54.5s | ETA: 20.1m
[2025-12-10T20:17:40.631870] [INFO ] [sig       ] [157/3612] Forecasting AMAL...
[2025-12-10T20:17:40.631911] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-10T20:17:40.631950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-10T20:17:40.643541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-10T20:17:40.643911] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-10T20:17:40.644720] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-10T20:17:40.644772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:40.644804] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:40.644830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:40.644886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:40.707432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:40.708695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:40.708794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:40.708827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:40.832047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:40.832206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:40.832246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:40.832273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:40.835755] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-10T20:17:40.836052] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-10T20:17:40.836186] [INFO ] [sig       ] AMAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:40.973972] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMAL.txt
[2025-12-10T20:17:40.974113] [INFO ] [sig       ] [157/3612] Completed AMAL in 0.3s | 2.86 sym/s | Total: 54.8s | ETA: 20.1m
[2025-12-10T20:17:40.974153] [INFO ] [sig       ] [158/3612] Forecasting AMBA...
[2025-12-10T20:17:40.974183] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-10T20:17:40.974212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-10T20:17:40.986300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-10T20:17:40.986648] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-10T20:17:40.987649] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-10T20:17:40.987716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:40.987748] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:40.987775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:40.987835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:41.046001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:41.046672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:41.046750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:41.046780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:41.171661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:41.171812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:41.171850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:41.171892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:41.175412] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-10T20:17:41.175706] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-10T20:17:41.175833] [INFO ] [sig       ] AMBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:41.316209] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMBA.txt
[2025-12-10T20:17:41.316343] [INFO ] [sig       ] [158/3612] Completed AMBA in 0.3s | 2.86 sym/s | Total: 55.2s | ETA: 20.1m
[2025-12-10T20:17:41.316381] [INFO ] [sig       ] [159/3612] Forecasting AMBP...
[2025-12-10T20:17:41.316410] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-10T20:17:41.316439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-10T20:17:41.328798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-10T20:17:41.329103] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-10T20:17:41.329897] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-10T20:17:41.329952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:41.329984] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:41.330010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:41.330065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:41.388680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:41.389299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:41.389376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:41.389407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:41.514459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:41.514630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:41.514671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:41.514700] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:41.518711] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-10T20:17:41.518996] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-10T20:17:41.519130] [INFO ] [sig       ] AMBP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:41.661350] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMBP.txt
[2025-12-10T20:17:41.661490] [INFO ] [sig       ] [159/3612] Completed AMBP in 0.3s | 2.86 sym/s | Total: 55.5s | ETA: 20.1m
[2025-12-10T20:17:41.661530] [INFO ] [sig       ] [160/3612] Forecasting AMC...
[2025-12-10T20:17:41.661558] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-10T20:17:41.661607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-10T20:17:41.673816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-10T20:17:41.674152] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-10T20:17:41.675341] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-10T20:17:41.675395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:41.675454] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:41.675484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:41.675543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:41.739070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:41.740029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:41.740139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:41.740173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:41.860950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:41.861099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:41.861139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:41.861167] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:41.864525] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-12-10T20:17:41.864815] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-10T20:17:41.864941] [INFO ] [sig       ] AMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:42.002188] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMC.txt
[2025-12-10T20:17:42.002313] [INFO ] [sig       ] [160/3612] Completed AMC in 0.3s | 2.87 sym/s | Total: 55.8s | ETA: 20.1m
[2025-12-10T20:17:42.002350] [INFO ] [sig       ] [161/3612] Forecasting AMCX...
[2025-12-10T20:17:42.002378] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-10T20:17:42.002408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-10T20:17:42.013333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-10T20:17:42.013643] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-10T20:17:42.014403] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-10T20:17:42.014453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:42.014483] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:42.014509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:42.014564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:42.071343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:42.072041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:42.072120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:42.072153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:42.187717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:42.187862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:42.187900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:42.187927] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:42.191245] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-12-10T20:17:42.191518] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-10T20:17:42.191664] [INFO ] [sig       ] AMCX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:42.330144] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMCX.txt
[2025-12-10T20:17:42.330278] [INFO ] [sig       ] [161/3612] Completed AMCX in 0.3s | 2.87 sym/s | Total: 56.2s | ETA: 20.1m
[2025-12-10T20:17:42.330317] [INFO ] [sig       ] [162/3612] Forecasting AMD...
[2025-12-10T20:17:42.330346] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-10T20:17:42.330373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-10T20:17:42.341671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-10T20:17:42.341960] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-10T20:17:42.342740] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-10T20:17:42.342791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:42.342823] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:42.342860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:42.342918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:42.399368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:42.399993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:42.400071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:42.400103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:42.523608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:42.523761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:42.523799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:42.523826] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:42.527542] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-10T20:17:42.527848] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-10T20:17:42.527980] [INFO ] [sig       ] AMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:42.670532] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMD.txt
[2025-12-10T20:17:42.670680] [INFO ] [sig       ] [162/3612] Completed AMD in 0.3s | 2.87 sym/s | Total: 56.5s | ETA: 20.1m
[2025-12-10T20:17:42.670721] [INFO ] [sig       ] [163/3612] Forecasting AMDL...
[2025-12-10T20:17:42.670750] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-10T20:17:42.670779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-10T20:17:42.682955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-10T20:17:42.683235] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-10T20:17:42.684017] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-10T20:17:42.684068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:42.684099] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:42.684310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:42.684365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:42.745885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:42.746621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:42.746701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:42.746732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:42.877421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:42.877590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:42.877631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:42.877692] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:42.881634] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-10T20:17:42.881917] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-10T20:17:42.882048] [INFO ] [sig       ] AMDL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:43.022964] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMDL.txt
[2025-12-10T20:17:43.023098] [INFO ] [sig       ] [163/3612] Completed AMDL in 0.4s | 2.87 sym/s | Total: 56.9s | ETA: 20.1m
[2025-12-10T20:17:43.023137] [INFO ] [sig       ] [164/3612] Forecasting AME...
[2025-12-10T20:17:43.023164] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-10T20:17:43.023194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-10T20:17:43.036138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-10T20:17:43.036424] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-10T20:17:43.037226] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-10T20:17:43.037278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:43.037310] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:43.037336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:43.037392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:43.095812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:43.096694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:43.096776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:43.096807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:43.219343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:43.219493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:43.219531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:43.219558] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:43.223088] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-10T20:17:43.223376] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-10T20:17:43.223503] [INFO ] [sig       ] AME: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:43.367124] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AME.txt
[2025-12-10T20:17:43.367255] [INFO ] [sig       ] [164/3612] Completed AME in 0.3s | 2.87 sym/s | Total: 57.2s | ETA: 20.0m
[2025-12-10T20:17:43.367294] [INFO ] [sig       ] [165/3612] Forecasting AMG...
[2025-12-10T20:17:43.367322] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-10T20:17:43.367350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-10T20:17:43.380727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-10T20:17:43.381021] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-10T20:17:43.381803] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-10T20:17:43.381853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:43.381884] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:43.381910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:43.381965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:43.444328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:43.445057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:43.445137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:43.445168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:43.562347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:43.562494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:43.562531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:43.562558] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:43.565972] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-10T20:17:43.566447] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-10T20:17:43.566600] [INFO ] [sig       ] AMG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:43.710058] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMG.txt
[2025-12-10T20:17:43.710193] [INFO ] [sig       ] [165/3612] Completed AMG in 0.3s | 2.87 sym/s | Total: 57.5s | ETA: 20.0m
[2025-12-10T20:17:43.710231] [INFO ] [sig       ] [166/3612] Forecasting AMGN...
[2025-12-10T20:17:43.710259] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-10T20:17:43.710297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-10T20:17:43.722837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-10T20:17:43.723145] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-10T20:17:43.723938] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-10T20:17:43.723989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:43.724022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:43.724050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:43.724106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:43.781634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:43.782330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:43.782409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:43.782440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:43.897443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:43.897601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:43.897640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:43.897669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:43.901167] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2025-12-10T20:17:43.901448] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-10T20:17:43.901590] [INFO ] [sig       ] AMGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:44.041063] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMGN.txt
[2025-12-10T20:17:44.041193] [INFO ] [sig       ] [166/3612] Completed AMGN in 0.3s | 2.87 sym/s | Total: 57.9s | ETA: 20.0m
[2025-12-10T20:17:44.041231] [INFO ] [sig       ] [167/3612] Forecasting AMH...
[2025-12-10T20:17:44.041261] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-10T20:17:44.041290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-10T20:17:44.055317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-10T20:17:44.055670] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-10T20:17:44.056453] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-10T20:17:44.056504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:44.056534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:44.056561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:44.056642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:44.119393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:44.120768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:44.120853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:44.120886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:44.245606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:44.245762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:44.245805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:44.245834] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:44.249986] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-10T20:17:44.250477] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-10T20:17:44.250635] [INFO ] [sig       ] AMH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:44.403959] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMH.txt
[2025-12-10T20:17:44.404157] [INFO ] [sig       ] [167/3612] Completed AMH in 0.4s | 2.87 sym/s | Total: 58.2s | ETA: 20.0m
[2025-12-10T20:17:44.404204] [INFO ] [sig       ] [168/3612] Forecasting AMLX...
[2025-12-10T20:17:44.404249] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-10T20:17:44.404292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-10T20:17:44.415993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-10T20:17:44.416308] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-10T20:17:44.417088] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-10T20:17:44.417138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:44.417169] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:44.417194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:44.417250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:44.476351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:44.477342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:44.477424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:44.477455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:44.600552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:44.600713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:44.600752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:44.600780] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:44.604146] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-10T20:17:44.604425] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-10T20:17:44.604551] [INFO ] [sig       ] AMLX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:44.754420] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMLX.txt
[2025-12-10T20:17:44.754556] [INFO ] [sig       ] [168/3612] Completed AMLX in 0.4s | 2.87 sym/s | Total: 58.6s | ETA: 20.0m
[2025-12-10T20:17:44.754613] [INFO ] [sig       ] [169/3612] Forecasting AMN...
[2025-12-10T20:17:44.754643] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-10T20:17:44.754671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-10T20:17:44.768565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-10T20:17:44.768900] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-10T20:17:44.769973] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-10T20:17:44.770025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:44.770058] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:44.770087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:44.770143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:44.829159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:44.829986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:44.830070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:44.830107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:44.950436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:44.950605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:44.950645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:44.950674] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:44.954010] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-10T20:17:44.954485] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-10T20:17:44.954630] [INFO ] [sig       ] AMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:45.094997] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMN.txt
[2025-12-10T20:17:45.095144] [INFO ] [sig       ] [169/3612] Completed AMN in 0.3s | 2.87 sym/s | Total: 58.9s | ETA: 20.0m
[2025-12-10T20:17:45.095183] [INFO ] [sig       ] [170/3612] Forecasting AMP...
[2025-12-10T20:17:45.095211] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-10T20:17:45.095241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-10T20:17:45.106759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-10T20:17:45.107120] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-10T20:17:45.107950] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-10T20:17:45.108007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:45.108045] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:45.108073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:45.108128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:45.166922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:45.167865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:45.168000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:45.168033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:45.289778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:45.289929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:45.289968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:45.289996] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:45.293722] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-12-10T20:17:45.294004] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-10T20:17:45.294135] [INFO ] [sig       ] AMP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:45.439895] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMP.txt
[2025-12-10T20:17:45.440058] [INFO ] [sig       ] [170/3612] Completed AMP in 0.3s | 2.87 sym/s | Total: 59.3s | ETA: 20.0m
[2025-12-10T20:17:45.440099] [INFO ] [sig       ] [171/3612] Forecasting AMPG...
[2025-12-10T20:17:45.440127] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-10T20:17:45.440156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-10T20:17:45.451608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-10T20:17:45.451960] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-10T20:17:45.452757] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-10T20:17:45.452808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:45.452839] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:45.452865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:45.452921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:45.510979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:45.512094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:45.512392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:45.512424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:45.637397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:45.637584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:45.637627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:45.637656] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:45.641358] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-10T20:17:45.641703] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-10T20:17:45.641842] [INFO ] [sig       ] AMPG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:45.791957] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMPG.txt
[2025-12-10T20:17:45.792098] [INFO ] [sig       ] [171/3612] Completed AMPG in 0.4s | 2.87 sym/s | Total: 59.6s | ETA: 20.0m
[2025-12-10T20:17:45.792140] [INFO ] [sig       ] [172/3612] Forecasting AMPH...
[2025-12-10T20:17:45.792168] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-10T20:17:45.792196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-10T20:17:45.804533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-10T20:17:45.804847] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-10T20:17:45.805652] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-10T20:17:45.805704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:45.805736] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:45.805762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:45.805819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:45.871386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:45.872601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:45.872693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:45.872727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:46.007165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:46.007322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:46.007363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:46.007394] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:46.011242] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-10T20:17:46.011563] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-10T20:17:46.011729] [INFO ] [sig       ] AMPH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:46.164043] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMPH.txt
[2025-12-10T20:17:46.164201] [INFO ] [sig       ] [172/3612] Completed AMPH in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:46.164242] [INFO ] [sig       ] [173/3612] Forecasting AMPL...
[2025-12-10T20:17:46.164270] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-10T20:17:46.164299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-10T20:17:46.176804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-10T20:17:46.177199] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-10T20:17:46.178068] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-10T20:17:46.178126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:46.178170] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:46.178200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:46.178259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:46.240086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:46.240910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:46.240999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:46.241037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:46.361063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:46.361221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:46.361264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:46.361482] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:46.365522] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-10T20:17:46.365856] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-10T20:17:46.365995] [INFO ] [sig       ] AMPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:46.515630] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMPL.txt
[2025-12-10T20:17:46.515868] [INFO ] [sig       ] [173/3612] Completed AMPL in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:46.515926] [INFO ] [sig       ] [174/3612] Forecasting AMPX...
[2025-12-10T20:17:46.515957] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-10T20:17:46.515988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-10T20:17:46.530846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-10T20:17:46.531488] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-10T20:17:46.532652] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-10T20:17:46.532710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:46.532744] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:46.532771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:46.532830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:46.597042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:46.598379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:46.598468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:46.598502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:46.726559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:46.726729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:46.726770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:46.726800] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:46.730943] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-10T20:17:46.731231] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-10T20:17:46.731363] [INFO ] [sig       ] AMPX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:46.874482] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMPX.txt
[2025-12-10T20:17:46.874660] [INFO ] [sig       ] [174/3612] Completed AMPX in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:46.874702] [INFO ] [sig       ] [175/3612] Forecasting AMRC...
[2025-12-10T20:17:46.874731] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-10T20:17:46.874761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-10T20:17:46.886740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-10T20:17:46.887058] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-10T20:17:46.887889] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-10T20:17:46.887952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:46.887991] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:46.888028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:46.888103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:46.946776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:46.947626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:46.947734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:46.947769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:47.074199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:47.074351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:47.074390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:47.074420] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:47.077995] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-10T20:17:47.078302] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-10T20:17:47.078446] [INFO ] [sig       ] AMRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:47.220050] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMRC.txt
[2025-12-10T20:17:47.220193] [INFO ] [sig       ] [175/3612] Completed AMRC in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:47.220231] [INFO ] [sig       ] [176/3612] Forecasting AMRN...
[2025-12-10T20:17:47.220261] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-10T20:17:47.220290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-10T20:17:47.333169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-10T20:17:47.333550] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-10T20:17:47.334398] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-10T20:17:47.334452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:47.334485] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:47.334513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:47.334590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:47.394499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:47.395345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:47.395431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:47.395464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:47.523808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:47.523963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:47.524004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:47.524034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:47.527618] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-12-10T20:17:47.527944] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-10T20:17:47.528083] [INFO ] [sig       ] AMRN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:47.678598] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMRN.txt
[2025-12-10T20:17:47.678752] [INFO ] [sig       ] [176/3612] Completed AMRN in 0.5s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:47.678793] [INFO ] [sig       ] [177/3612] Forecasting AMRX...
[2025-12-10T20:17:47.678821] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-10T20:17:47.678850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-10T20:17:47.690643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-10T20:17:47.690978] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-10T20:17:47.692037] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-10T20:17:47.692089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:47.692150] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:47.692178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:47.692244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:47.759400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:47.760403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:47.760504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:47.760538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:47.885802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:47.885962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:47.886003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:47.886032] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:47.889801] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-10T20:17:47.890123] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-10T20:17:47.890261] [INFO ] [sig       ] AMRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:48.041784] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMRX.txt
[2025-12-10T20:17:48.041972] [INFO ] [sig       ] [177/3612] Completed AMRX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:48.042028] [INFO ] [sig       ] [178/3612] Forecasting AMSC...
[2025-12-10T20:17:48.042068] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-10T20:17:48.042112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-10T20:17:48.056313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-10T20:17:48.056923] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-10T20:17:48.058007] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-10T20:17:48.058061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:48.058093] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:48.058119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:48.058176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:48.121030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:48.121948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:48.122034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:48.122067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:48.252964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:48.253116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:48.253160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:48.253189] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:48.256710] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-10T20:17:48.256996] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-10T20:17:48.257130] [INFO ] [sig       ] AMSC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:48.405419] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMSC.txt
[2025-12-10T20:17:48.405566] [INFO ] [sig       ] [178/3612] Completed AMSC in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:48.405634] [INFO ] [sig       ] [179/3612] Forecasting AMSF...
[2025-12-10T20:17:48.405666] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-10T20:17:48.405695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-10T20:17:48.418444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-10T20:17:48.418797] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-10T20:17:48.419695] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-10T20:17:48.419748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:48.419781] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:48.419807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:48.419863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:48.484049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:48.484921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:48.485022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:48.485062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:48.615700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:48.615852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:48.615891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:48.615919] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:48.619973] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-10T20:17:48.620277] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-10T20:17:48.620421] [INFO ] [sig       ] AMSF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:48.779286] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMSF.txt
[2025-12-10T20:17:48.779434] [INFO ] [sig       ] [179/3612] Completed AMSF in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:48.779475] [INFO ] [sig       ] [180/3612] Forecasting AMTB...
[2025-12-10T20:17:48.779504] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-10T20:17:48.779533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-10T20:17:48.791832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-10T20:17:48.792147] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-10T20:17:48.793013] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-10T20:17:48.793066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:48.793099] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:48.793131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:48.793217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:48.857014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:48.857898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:48.857985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:48.858016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:48.990706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:48.990875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:48.990927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:48.991013] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:48.995681] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=34.57%)
[2025-12-10T20:17:48.996023] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-10T20:17:48.996167] [INFO ] [sig       ] AMTB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:49.149446] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMTB.txt
[2025-12-10T20:17:49.149651] [INFO ] [sig       ] [180/3612] Completed AMTB in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-10T20:17:49.149703] [INFO ] [sig       ] [181/3612] Forecasting AMTX...
[2025-12-10T20:17:49.149742] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-10T20:17:49.149775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-10T20:17:49.162737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-10T20:17:49.163156] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-10T20:17:49.164032] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-10T20:17:49.164087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:49.164121] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:49.164147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:49.164203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:49.227673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:49.228602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:49.228688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:49.228722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:49.364772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:49.364931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:49.364970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:49.365000] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:49.368858] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-10T20:17:49.369142] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-10T20:17:49.369275] [INFO ] [sig       ] AMTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:49.521310] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMTX.txt
[2025-12-10T20:17:49.521456] [INFO ] [sig       ] [181/3612] Completed AMTX in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:49.521496] [INFO ] [sig       ] [182/3612] Forecasting AMWD...
[2025-12-10T20:17:49.521525] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-10T20:17:49.521553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-10T20:17:49.534198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-10T20:17:49.534539] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-10T20:17:49.535361] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-10T20:17:49.535413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:49.535444] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:49.535471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:49.535528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:49.595989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:49.596740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:49.596823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:49.596856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:49.724247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:49.724401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:49.724457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:49.724490] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:49.728563] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-10T20:17:49.728880] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-10T20:17:49.729015] [INFO ] [sig       ] AMWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:49.880769] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMWD.txt
[2025-12-10T20:17:49.880928] [INFO ] [sig       ] [182/3612] Completed AMWD in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:49.880970] [INFO ] [sig       ] [183/3612] Forecasting AMWL...
[2025-12-10T20:17:49.881000] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-10T20:17:49.881031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-10T20:17:49.893701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-10T20:17:49.894089] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-10T20:17:49.894899] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-10T20:17:49.894952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:49.894985] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:49.895012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:49.895069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:49.959728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:49.960659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:49.960762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:49.960794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:50.089214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:50.089370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:50.089410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:50.089438] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:50.092892] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-10T20:17:50.093186] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-10T20:17:50.093323] [INFO ] [sig       ] AMWL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:50.237497] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMWL.txt
[2025-12-10T20:17:50.237674] [INFO ] [sig       ] [183/3612] Completed AMWL in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:50.237748] [INFO ] [sig       ] [184/3612] Forecasting AMX...
[2025-12-10T20:17:50.237792] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-10T20:17:50.237824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-10T20:17:50.250651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-10T20:17:50.250990] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-10T20:17:50.251868] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-10T20:17:50.251922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:50.251955] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:50.251981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:50.252040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:50.317448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:50.318317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:50.318401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:50.318458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:50.447478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:50.447648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:50.447691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:50.447732] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:50.451292] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=46.61%)
[2025-12-10T20:17:50.451749] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-10T20:17:50.451881] [INFO ] [sig       ] AMX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:50.606801] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMX.txt
[2025-12-10T20:17:50.606949] [INFO ] [sig       ] [184/3612] Completed AMX in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:50.606992] [INFO ] [sig       ] [185/3612] Forecasting AMZD...
[2025-12-10T20:17:50.607021] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-10T20:17:50.607053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-10T20:17:50.619978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-10T20:17:50.620379] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-10T20:17:50.621257] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-10T20:17:50.621309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:50.621341] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:50.621367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:50.621441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:50.688188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:50.689149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:50.689256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:50.689294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:50.821955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:50.822109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:50.822149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:50.822178] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:50.826004] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-10T20:17:50.826374] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-10T20:17:50.826525] [INFO ] [sig       ] AMZD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:50.980598] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMZD.txt
[2025-12-10T20:17:50.980764] [INFO ] [sig       ] [185/3612] Completed AMZD in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:50.980804] [INFO ] [sig       ] [186/3612] Forecasting AMZN...
[2025-12-10T20:17:50.980833] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-10T20:17:50.980862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-10T20:17:50.993044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-10T20:17:50.993406] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-10T20:17:50.994205] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-10T20:17:50.994256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:50.994299] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:50.994326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:50.994382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:51.055985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:51.056885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:51.056971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:51.057004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:51.188083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:51.188244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:51.188286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:51.188316] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:51.192169] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-10T20:17:51.192680] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-10T20:17:51.192812] [INFO ] [sig       ] AMZN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:51.354837] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AMZN.txt
[2025-12-10T20:17:51.355029] [INFO ] [sig       ] [186/3612] Completed AMZN in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:51.355076] [INFO ] [sig       ] [187/3612] Forecasting AMZZ...
[2025-12-10T20:17:51.355112] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-10T20:17:51.355150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-10T20:17:51.369162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-10T20:17:51.369563] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-10T20:17:51.370737] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-10T20:17:51.370797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:51.370834] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:51.370867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:51.370939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:51.434853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:51.435790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:51.435938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:51.435974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:51.561917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:51.562073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:51.562114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:51.562146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:51.566095] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-12-10T20:17:51.566429] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-10T20:17:51.566796] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:51.718947] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AMZZ.txt
[2025-12-10T20:17:51.719111] [INFO ] [sig       ] [187/3612] Completed AMZZ in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:51.719153] [INFO ] [sig       ] [188/3612] Forecasting AN...
[2025-12-10T20:17:51.719188] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-10T20:17:51.719221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-10T20:17:51.731858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-10T20:17:51.732262] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-10T20:17:51.733193] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-10T20:17:51.733256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:51.733297] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:51.733333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:51.733392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:51.798147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:51.799178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:51.799282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:51.799322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:51.944130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:51.944298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:51.944346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:51.944564] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:51.948172] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-12-10T20:17:51.948458] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-10T20:17:51.948789] [INFO ] [sig       ] AN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:52.095991] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AN.txt
[2025-12-10T20:17:52.096152] [INFO ] [sig       ] [188/3612] Completed AN in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:52.096191] [INFO ] [sig       ] [189/3612] Forecasting ANAB...
[2025-12-10T20:17:52.096219] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-10T20:17:52.096250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-10T20:17:52.108931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-10T20:17:52.109312] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-10T20:17:52.110199] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-10T20:17:52.110256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:52.110288] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:52.110316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:52.110374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:52.173654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:52.174763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:52.174853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:52.174886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:52.300194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:52.300350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:52.300391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:52.300421] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:52.304127] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-10T20:17:52.304447] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-10T20:17:52.304603] [INFO ] [sig       ] ANAB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:52.453464] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ANAB.txt
[2025-12-10T20:17:52.453647] [INFO ] [sig       ] [189/3612] Completed ANAB in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:52.453692] [INFO ] [sig       ] [190/3612] Forecasting ANDE...
[2025-12-10T20:17:52.453731] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-10T20:17:52.453764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-10T20:17:52.465534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-10T20:17:52.465931] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-10T20:17:52.466780] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-10T20:17:52.466835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:52.466868] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:52.466896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:52.466956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:52.530605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:52.531663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:52.531750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:52.531784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:52.665454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:52.665635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:52.665675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:52.665705] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:52.669157] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-10T20:17:52.669657] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-10T20:17:52.669794] [INFO ] [sig       ] ANDE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:52.819991] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ANDE.txt
[2025-12-10T20:17:52.820197] [INFO ] [sig       ] [190/3612] Completed ANDE in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:52.820253] [INFO ] [sig       ] [191/3612] Forecasting ANF...
[2025-12-10T20:17:52.820293] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-10T20:17:52.820336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-10T20:17:52.832168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-10T20:17:52.832537] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-10T20:17:52.833365] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-10T20:17:52.833416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:52.833447] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:52.833473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:52.833528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:52.895403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:52.896289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:52.896374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:52.896408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:53.014333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:53.014699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:53.014738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:53.014766] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:53.018381] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-10T20:17:53.018694] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-10T20:17:53.018828] [INFO ] [sig       ] ANF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:53.170900] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ANF.txt
[2025-12-10T20:17:53.171059] [INFO ] [sig       ] [191/3612] Completed ANF in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:53.171099] [INFO ] [sig       ] [192/3612] Forecasting ANGI...
[2025-12-10T20:17:53.171127] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-10T20:17:53.171158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-10T20:17:53.184283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-10T20:17:53.184893] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-10T20:17:53.185794] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-10T20:17:53.185849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:53.185881] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:53.185906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:53.185962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:53.248733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:53.249815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:53.249900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:53.249933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:53.374996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:53.375151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:53.375193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:53.375222] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:53.378974] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-10T20:17:53.379269] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-10T20:17:53.379403] [INFO ] [sig       ] ANGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:53.545544] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANGI.txt
[2025-12-10T20:17:53.545720] [INFO ] [sig       ] [192/3612] Completed ANGI in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:53.545758] [INFO ] [sig       ] [193/3612] Forecasting ANGL...
[2025-12-10T20:17:53.545787] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-10T20:17:53.545816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-10T20:17:53.559979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-10T20:17:53.560355] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-10T20:17:53.561163] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-10T20:17:53.561214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:53.561247] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:53.561273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:53.561327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:53.619529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:53.620216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:53.620295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:53.620325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:53.749424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:53.749800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:53.749841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:53.749885] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:53.753391] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-10T20:17:53.753687] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-10T20:17:53.753814] [INFO ] [sig       ] ANGL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:53.903975] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANGL.txt
[2025-12-10T20:17:53.904129] [INFO ] [sig       ] [193/3612] Completed ANGL in 0.4s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:53.904168] [INFO ] [sig       ] [194/3612] Forecasting ANGO...
[2025-12-10T20:17:53.904197] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-10T20:17:53.904227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-10T20:17:53.916317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-10T20:17:53.916725] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-10T20:17:53.917504] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-10T20:17:53.917555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:53.917638] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:53.917666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:53.917754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:53.977761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:53.978650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:53.978734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:53.978766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:54.102273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:54.102429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:54.102468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:54.102496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:54.106248] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-10T20:17:54.106534] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-10T20:17:54.106682] [INFO ] [sig       ] ANGO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:54.251966] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANGO.txt
[2025-12-10T20:17:54.252097] [INFO ] [sig       ] [194/3612] Completed ANGO in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:54.252136] [INFO ] [sig       ] [195/3612] Forecasting ANIK...
[2025-12-10T20:17:54.252165] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-10T20:17:54.252193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-10T20:17:54.264101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-10T20:17:54.264382] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-10T20:17:54.265170] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-10T20:17:54.265220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:54.265251] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:54.265277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:54.265337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:54.322494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:54.323139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:54.323215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:54.323260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:54.442627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:54.442770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:54.442807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:54.442843] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:54.446722] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-10T20:17:54.446997] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-10T20:17:54.447122] [INFO ] [sig       ] ANIK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:54.591750] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANIK.txt
[2025-12-10T20:17:54.591927] [INFO ] [sig       ] [195/3612] Completed ANIK in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:54.591969] [INFO ] [sig       ] [196/3612] Forecasting ANIP...
[2025-12-10T20:17:54.591999] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-10T20:17:54.592028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-10T20:17:54.603657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-10T20:17:54.603996] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-10T20:17:54.604792] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-10T20:17:54.604843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:54.604876] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:54.604902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:54.604958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:54.663857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:54.664566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:54.664661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:54.664692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:54.787668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:54.787845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:54.787884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:54.787911] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:54.791395] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-12-10T20:17:54.791696] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-10T20:17:54.791825] [INFO ] [sig       ] ANIP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:54.932979] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ANIP.txt
[2025-12-10T20:17:54.933125] [INFO ] [sig       ] [196/3612] Completed ANIP in 0.3s | 2.85 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-10T20:17:54.933164] [INFO ] [sig       ] [197/3612] Forecasting ANIX...
[2025-12-10T20:17:54.933193] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-10T20:17:54.933224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-10T20:17:54.945695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-10T20:17:54.946041] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-10T20:17:54.946902] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-10T20:17:54.946955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:54.946987] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:54.947025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:54.947084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:55.005679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:55.006548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:55.006651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:55.006685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:55.127560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:55.127757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:55.127805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:55.127867] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:55.131258] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-10T20:17:55.131537] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-10T20:17:55.131683] [INFO ] [sig       ] ANIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:55.272813] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANIX.txt
[2025-12-10T20:17:55.272944] [INFO ] [sig       ] [197/3612] Completed ANIX in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:55.272984] [INFO ] [sig       ] [198/3612] Forecasting ANNX...
[2025-12-10T20:17:55.273013] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-10T20:17:55.273043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-10T20:17:55.285118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-10T20:17:55.285620] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-10T20:17:55.286390] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-10T20:17:55.286441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:55.286472] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:55.286499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:55.286555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:55.345553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:55.346227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:55.346311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:55.346343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:55.469749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:55.469899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:55.469937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:55.469964] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:55.473680] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=28.75%)
[2025-12-10T20:17:55.473956] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-10T20:17:55.474081] [INFO ] [sig       ] ANNX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:55.611218] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANNX.txt
[2025-12-10T20:17:55.611349] [INFO ] [sig       ] [198/3612] Completed ANNX in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:55.611387] [INFO ] [sig       ] [199/3612] Forecasting ANTX...
[2025-12-10T20:17:55.611415] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-10T20:17:55.611443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-10T20:17:55.623321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-10T20:17:55.623678] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-10T20:17:55.624473] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-10T20:17:55.624524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:55.624555] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:55.624600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:55.624658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:55.680711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:55.681563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:55.681663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:55.681695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:55.800098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:55.800260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:55.800300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:55.800328] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:55.803833] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-12-10T20:17:55.804143] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-10T20:17:55.804286] [INFO ] [sig       ] ANTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:55.946797] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ANTX.txt
[2025-12-10T20:17:55.946971] [INFO ] [sig       ] [199/3612] Completed ANTX in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-10T20:17:55.947011] [INFO ] [sig       ] [200/3612] Forecasting ANVS...
[2025-12-10T20:17:55.947039] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-10T20:17:55.947070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-10T20:17:55.960689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-10T20:17:55.961205] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-10T20:17:55.962285] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-10T20:17:55.962349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:55.962387] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:55.962419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:55.962492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:56.024920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:56.025925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:56.026016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:56.026050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:56.159742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:56.159939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:56.159981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:56.160009] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:56.164065] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-10T20:17:56.164458] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-10T20:17:56.164640] [INFO ] [sig       ] ANVS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:56.384377] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ANVS.txt
[2025-12-10T20:17:56.384706] [INFO ] [sig       ] [200/3612] Completed ANVS in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:56.384783] [INFO ] [sig       ] [201/3612] Forecasting AOD...
[2025-12-10T20:17:56.384840] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-10T20:17:56.384904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-10T20:17:56.407256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-10T20:17:56.410424] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-10T20:17:56.412095] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-10T20:17:56.412189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:56.412228] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:56.412260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:56.412342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:56.506900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:56.508316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:56.508442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:56.508482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:56.653159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:56.653344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:56.653390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:56.653421] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:56.658280] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-10T20:17:56.658722] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-10T20:17:56.658888] [INFO ] [sig       ] AOD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:56.837661] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AOD.txt
[2025-12-10T20:17:56.837865] [INFO ] [sig       ] [201/3612] Completed AOD in 0.5s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:56.837907] [INFO ] [sig       ] [202/3612] Forecasting AOHY...
[2025-12-10T20:17:56.837937] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-10T20:17:56.837966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-10T20:17:56.850887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-10T20:17:56.851294] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-10T20:17:56.852139] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-10T20:17:56.852191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:56.852224] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:56.852250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:56.852311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:56.927779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:56.929024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:56.929140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:56.929192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:57.065012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:57.065195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:57.065238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:57.065266] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:57.069023] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-10T20:17:57.069358] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-10T20:17:57.069509] [INFO ] [sig       ] AOHY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:57.229218] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AOHY.txt
[2025-12-10T20:17:57.229367] [INFO ] [sig       ] [202/3612] Completed AOHY in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:57.229408] [INFO ] [sig       ] [203/3612] Forecasting AON...
[2025-12-10T20:17:57.229438] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-10T20:17:57.229467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-10T20:17:57.240637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-10T20:17:57.240964] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-10T20:17:57.241768] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-10T20:17:57.241821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:57.241852] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:57.241878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:57.241934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:57.298146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:57.298824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:57.298904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:57.298935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:57.424643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:57.424795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:57.424834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:57.424862] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:57.428314] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-12-10T20:17:57.428636] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-10T20:17:57.428770] [INFO ] [sig       ] AON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:57.574849] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AON.txt
[2025-12-10T20:17:57.574998] [INFO ] [sig       ] [203/3612] Completed AON in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:57.575039] [INFO ] [sig       ] [204/3612] Forecasting AOS...
[2025-12-10T20:17:57.575068] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-10T20:17:57.575098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-10T20:17:57.586671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-10T20:17:57.586992] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-10T20:17:57.587834] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-10T20:17:57.587887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:57.587919] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:57.587946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:57.588002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:57.647996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:57.648843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:57.648963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:57.648997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:57.775738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:57.775896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:57.775936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:57.775965] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:57.779717] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-10T20:17:57.780005] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-10T20:17:57.780159] [INFO ] [sig       ] AOS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:57.926587] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AOS.txt
[2025-12-10T20:17:57.926738] [INFO ] [sig       ] [204/3612] Completed AOS in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:57.926779] [INFO ] [sig       ] [205/3612] Forecasting AOSL...
[2025-12-10T20:17:57.926810] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-10T20:17:57.926841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-10T20:17:57.938318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-10T20:17:57.938643] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-10T20:17:57.939471] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-10T20:17:57.939524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:57.939555] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:57.939608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:57.939668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:57.999375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:58.000102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:58.000184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:58.000217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:58.120167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:58.120320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:58.120363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:58.120393] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:58.123974] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-10T20:17:58.124304] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-10T20:17:58.124475] [INFO ] [sig       ] AOSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:58.263322] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AOSL.txt
[2025-12-10T20:17:58.263480] [INFO ] [sig       ] [205/3612] Completed AOSL in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:58.263519] [INFO ] [sig       ] [206/3612] Forecasting AP...
[2025-12-10T20:17:58.263548] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-10T20:17:58.263596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-10T20:17:58.277208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-10T20:17:58.277742] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-10T20:17:58.278631] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-10T20:17:58.278684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:58.278717] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:58.278744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:58.278800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:58.336755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:58.337449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:58.337533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:58.337566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:58.454825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:58.454974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:58.455013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:58.455040] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:58.458447] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-10T20:17:58.458764] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-10T20:17:58.458902] [INFO ] [sig       ] AP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:17:58.609140] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AP.txt
[2025-12-10T20:17:58.609284] [INFO ] [sig       ] [206/3612] Completed AP in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:58.609324] [INFO ] [sig       ] [207/3612] Forecasting APA...
[2025-12-10T20:17:58.609353] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-10T20:17:58.609383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-10T20:17:58.621381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-10T20:17:58.621788] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-10T20:17:58.622568] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-10T20:17:58.622644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:58.622676] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:58.622702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:58.622757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:58.680136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:58.681058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:58.681142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:58.681173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:58.805233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:58.805406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:58.805446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:58.805475] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:58.808993] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-10T20:17:58.809294] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-10T20:17:58.809436] [INFO ] [sig       ] APA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:58.950660] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APA.txt
[2025-12-10T20:17:58.950854] [INFO ] [sig       ] [207/3612] Completed APA in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:58.950895] [INFO ] [sig       ] [208/3612] Forecasting APAM...
[2025-12-10T20:17:58.950924] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-10T20:17:58.950955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-10T20:17:58.964407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-10T20:17:58.965057] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-10T20:17:58.966224] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-10T20:17:58.966301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:58.966337] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:58.966365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:58.966425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:59.025114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:59.026325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:59.026453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:59.026490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:59.157982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:59.158230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:59.158291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:59.158326] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:59.162703] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-10T20:17:59.163183] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-10T20:17:59.163365] [INFO ] [sig       ] APAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:59.317982] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APAM.txt
[2025-12-10T20:17:59.318215] [INFO ] [sig       ] [208/3612] Completed APAM in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:59.318262] [INFO ] [sig       ] [209/3612] Forecasting APD...
[2025-12-10T20:17:59.318296] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-10T20:17:59.318328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-10T20:17:59.333552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-10T20:17:59.334170] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-10T20:17:59.335147] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-10T20:17:59.335202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:59.335236] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:59.335263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:59.335322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:59.397926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:59.399195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:59.399299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:59.399333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:59.542037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:59.542276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:59.542321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:59.542350] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:59.546606] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-10T20:17:59.547032] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-10T20:17:59.547205] [INFO ] [sig       ] APD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:17:59.703003] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APD.txt
[2025-12-10T20:17:59.703212] [INFO ] [sig       ] [209/3612] Completed APD in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:17:59.703258] [INFO ] [sig       ] [210/3612] Forecasting APEI...
[2025-12-10T20:17:59.703291] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-10T20:17:59.703323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-10T20:17:59.720279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-10T20:17:59.720992] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-10T20:17:59.722216] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-10T20:17:59.722313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:17:59.722354] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:17:59.722387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:17:59.722467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:17:59.795495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:17:59.796707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:17:59.796808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:17:59.796842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:17:59.927799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:17:59.928028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:17:59.928070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:17:59.928099] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:17:59.932391] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-10T20:17:59.932759] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-10T20:17:59.932915] [INFO ] [sig       ] APEI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:00.096658] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APEI.txt
[2025-12-10T20:18:00.096898] [INFO ] [sig       ] [210/3612] Completed APEI in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:18:00.096954] [INFO ] [sig       ] [211/3612] Forecasting APG...
[2025-12-10T20:18:00.096988] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-10T20:18:00.097020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-10T20:18:00.113769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-10T20:18:00.114303] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-10T20:18:00.115392] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-10T20:18:00.115456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:00.115535] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:00.115569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:00.115676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:00.178283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:00.179283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:00.179373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:00.179407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:00.305135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:00.305304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:00.305345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:00.305374] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:00.309054] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-10T20:18:00.309386] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-10T20:18:00.309532] [INFO ] [sig       ] APG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:00.451180] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/APG.txt
[2025-12-10T20:18:00.451343] [INFO ] [sig       ] [211/3612] Completed APG in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:18:00.451389] [INFO ] [sig       ] [212/3612] Forecasting APGE...
[2025-12-10T20:18:00.451420] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-10T20:18:00.451449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-10T20:18:00.467028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-10T20:18:00.467539] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-10T20:18:00.468765] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-10T20:18:00.468832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:00.468873] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:00.468912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:00.468993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:00.539503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:00.540470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:00.540560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:00.540613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:00.665957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:00.666117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:00.666157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:00.666185] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:00.669710] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-12-10T20:18:00.670015] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-10T20:18:00.670152] [INFO ] [sig       ] APGE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:00.816745] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APGE.txt
[2025-12-10T20:18:00.816894] [INFO ] [sig       ] [212/3612] Completed APGE in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 20.0m
[2025-12-10T20:18:00.816934] [INFO ] [sig       ] [213/3612] Forecasting APH...
[2025-12-10T20:18:00.816965] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-10T20:18:00.816993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-10T20:18:00.828711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-10T20:18:00.829015] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-10T20:18:00.830011] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-10T20:18:00.830063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:00.830094] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:00.830119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:00.830174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:00.889073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:00.890195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:00.890280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:00.890312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:01.014545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:01.014720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:01.014758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:01.014784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:01.018416] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-10T20:18:01.018726] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-10T20:18:01.018863] [INFO ] [sig       ] APH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:01.160698] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APH.txt
[2025-12-10T20:18:01.160860] [INFO ] [sig       ] [213/3612] Completed APH in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-10T20:18:01.160907] [INFO ] [sig       ] [214/3612] Forecasting API...
[2025-12-10T20:18:01.160937] [INFO ] [sig       ] Generating forecast for: API
[2025-12-10T20:18:01.160967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-10T20:18:01.172310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-10T20:18:01.172716] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-10T20:18:01.173499] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-10T20:18:01.173550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:01.173603] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:01.173631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:01.173686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:01.231190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:01.232325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:01.232433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:01.232472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:01.357932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:01.358098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:01.358137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:01.358202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:01.362348] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-10T20:18:01.362792] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-10T20:18:01.362962] [INFO ] [sig       ] API: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:01.512394] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/API.txt
[2025-12-10T20:18:01.512565] [INFO ] [sig       ] [214/3612] Completed API in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:01.512625] [INFO ] [sig       ] [215/3612] Forecasting APLD...
[2025-12-10T20:18:01.512657] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-10T20:18:01.512686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-10T20:18:01.524063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-10T20:18:01.524414] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-10T20:18:01.525228] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-10T20:18:01.525279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:01.525309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:01.525334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:01.525388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:01.585391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:01.586340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:01.586438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:01.586472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:01.710090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:01.710264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:01.710312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:01.710349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:01.714467] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-10T20:18:01.714833] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-10T20:18:01.715018] [INFO ] [sig       ] APLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:01.858713] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/APLD.txt
[2025-12-10T20:18:01.858894] [INFO ] [sig       ] [215/3612] Completed APLD in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:01.858947] [INFO ] [sig       ] [216/3612] Forecasting APLE...
[2025-12-10T20:18:01.858980] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-10T20:18:01.859009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-10T20:18:01.871689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-10T20:18:01.872105] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-10T20:18:01.872928] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-10T20:18:01.872980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:01.873011] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:01.873036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:01.873092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:01.929533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:01.930404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:01.930488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:01.930519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:02.049475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:02.049650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:02.049692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:02.049720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:02.053215] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-10T20:18:02.053512] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-10T20:18:02.053668] [INFO ] [sig       ] APLE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:02.196898] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APLE.txt
[2025-12-10T20:18:02.197044] [INFO ] [sig       ] [216/3612] Completed APLE in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:02.197084] [INFO ] [sig       ] [217/3612] Forecasting APLS...
[2025-12-10T20:18:02.197113] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-10T20:18:02.197144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-10T20:18:02.211535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-10T20:18:02.212012] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-10T20:18:02.212935] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-10T20:18:02.212993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:02.213042] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:02.213073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:02.213131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:02.277810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:02.278765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:02.278853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:02.278887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:02.407632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:02.407808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:02.407869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:02.407900] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:02.411797] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-10T20:18:02.412089] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-10T20:18:02.412221] [INFO ] [sig       ] APLS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:02.558067] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APLS.txt
[2025-12-10T20:18:02.558203] [INFO ] [sig       ] [217/3612] Completed APLS in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:02.558243] [INFO ] [sig       ] [218/3612] Forecasting APM...
[2025-12-10T20:18:02.558272] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-10T20:18:02.558301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-10T20:18:02.572031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-10T20:18:02.572406] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-10T20:18:02.573451] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-10T20:18:02.573506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:02.573539] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:02.573566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:02.573655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:02.632558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:02.633566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:02.633684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:02.633719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:02.756976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:02.757136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:02.757176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:02.757204] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:02.760926] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-10T20:18:02.761212] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-10T20:18:02.761346] [INFO ] [sig       ] APM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:02.907403] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/APM.txt
[2025-12-10T20:18:02.907549] [INFO ] [sig       ] [218/3612] Completed APM in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:02.907605] [INFO ] [sig       ] [219/3612] Forecasting APO...
[2025-12-10T20:18:02.907636] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-10T20:18:02.907666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-10T20:18:02.920525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-10T20:18:02.920958] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-10T20:18:02.921786] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-10T20:18:02.921839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:02.921869] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:02.921894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:02.921950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:02.981040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:02.981958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:02.982060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:02.982093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:03.113094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:03.113248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:03.113286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:03.113313] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:03.116808] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-10T20:18:03.117103] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-10T20:18:03.117236] [INFO ] [sig       ] APO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:03.262019] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APO.txt
[2025-12-10T20:18:03.262155] [INFO ] [sig       ] [219/3612] Completed APO in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:03.262194] [INFO ] [sig       ] [220/3612] Forecasting APOG...
[2025-12-10T20:18:03.262223] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-10T20:18:03.262253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-10T20:18:03.275888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-10T20:18:03.276403] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-10T20:18:03.277302] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-10T20:18:03.277358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:03.277392] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:03.277420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:03.277478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:03.338168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:03.339079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:03.339163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:03.339197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:03.462981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:03.463135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:03.463174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:03.463200] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:03.466916] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=90.34%)
[2025-12-10T20:18:03.467192] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-10T20:18:03.467318] [INFO ] [sig       ] APOG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:03.610156] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/APOG.txt
[2025-12-10T20:18:03.610286] [INFO ] [sig       ] [220/3612] Completed APOG in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:03.610324] [INFO ] [sig       ] [221/3612] Forecasting APP...
[2025-12-10T20:18:03.610353] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-10T20:18:03.610382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-10T20:18:03.622461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-10T20:18:03.622881] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-10T20:18:03.623707] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-10T20:18:03.623758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:03.623803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:03.623831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:03.623885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:03.687877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:03.689119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:03.689243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:03.689276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:03.812954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:03.813114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:03.813153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:03.813181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:03.816611] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=46.35%)
[2025-12-10T20:18:03.816911] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-10T20:18:03.817046] [INFO ] [sig       ] APP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:03.967017] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APP.txt
[2025-12-10T20:18:03.967175] [INFO ] [sig       ] [221/3612] Completed APP in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:03.967214] [INFO ] [sig       ] [222/3612] Forecasting APPF...
[2025-12-10T20:18:03.967245] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-10T20:18:03.967274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-10T20:18:03.979748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-10T20:18:03.980127] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-10T20:18:03.980939] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-10T20:18:03.980991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:03.981022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:03.981048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:03.981104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:04.041944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:04.042815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:04.042898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:04.042930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:04.164971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:04.165129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:04.165169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:04.165196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:04.168800] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-10T20:18:04.169092] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-10T20:18:04.169227] [INFO ] [sig       ] APPF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:04.317351] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APPF.txt
[2025-12-10T20:18:04.317516] [INFO ] [sig       ] [222/3612] Completed APPF in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:04.317556] [INFO ] [sig       ] [223/3612] Forecasting APPN...
[2025-12-10T20:18:04.317603] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-10T20:18:04.317634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-10T20:18:04.330009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-10T20:18:04.330404] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-10T20:18:04.331207] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-10T20:18:04.331258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:04.331289] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:04.331315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:04.331369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:04.389496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:04.390417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:04.390514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:04.390548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:04.513698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:04.513850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:04.513889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:04.513917] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:04.517260] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-10T20:18:04.517544] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-10T20:18:04.517690] [INFO ] [sig       ] APPN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:04.662655] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APPN.txt
[2025-12-10T20:18:04.662824] [INFO ] [sig       ] [223/3612] Completed APPN in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:04.662864] [INFO ] [sig       ] [224/3612] Forecasting APPS...
[2025-12-10T20:18:04.662893] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-10T20:18:04.662922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-10T20:18:04.674388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-10T20:18:04.674780] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-10T20:18:04.675561] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-10T20:18:04.675631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:04.675663] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:04.675689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:04.675745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:04.737678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:04.739038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:04.739135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:04.739168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:04.872465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:04.872647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:04.872689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:04.872719] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:04.876140] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-10T20:18:04.876438] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-10T20:18:04.876594] [INFO ] [sig       ] APPS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:05.032719] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/APPS.txt
[2025-12-10T20:18:05.032915] [INFO ] [sig       ] [224/3612] Completed APPS in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:05.032955] [INFO ] [sig       ] [225/3612] Forecasting APVO...
[2025-12-10T20:18:05.032990] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-10T20:18:05.033030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-10T20:18:05.045454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-10T20:18:05.045852] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-10T20:18:05.046666] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-10T20:18:05.046912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:05.046943] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:05.046970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:05.047025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:05.103886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:05.104818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:05.104916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:05.104949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:05.222100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:05.222250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:05.222288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:05.222315] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:05.225713] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-10T20:18:05.225987] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-10T20:18:05.226112] [INFO ] [sig       ] APVO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:05.372911] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APVO.txt
[2025-12-10T20:18:05.373049] [INFO ] [sig       ] [225/3612] Completed APVO in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:05.373087] [INFO ] [sig       ] [226/3612] Forecasting APYX...
[2025-12-10T20:18:05.373116] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-10T20:18:05.373145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-10T20:18:05.385055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-10T20:18:05.385388] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-10T20:18:05.386300] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-10T20:18:05.386353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:05.386385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:05.386411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:05.386466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:05.443107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:05.443943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:05.444036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:05.444068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:05.560598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:05.560782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:05.560824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:05.560852] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:05.564480] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=42.32%)
[2025-12-10T20:18:05.564843] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-10T20:18:05.564991] [INFO ] [sig       ] APYX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:05.710777] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/APYX.txt
[2025-12-10T20:18:05.710941] [INFO ] [sig       ] [226/3612] Completed APYX in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:05.711004] [INFO ] [sig       ] [227/3612] Forecasting AQMS...
[2025-12-10T20:18:05.711052] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-10T20:18:05.711091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-10T20:18:05.723824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-10T20:18:05.724243] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-10T20:18:05.725112] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-10T20:18:05.725165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:05.725199] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:05.725227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:05.725284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:05.790231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:05.791138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:05.791226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:05.791258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:05.913452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:05.913620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:05.913662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:05.913692] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:05.917482] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-10T20:18:05.917836] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-10T20:18:05.917975] [INFO ] [sig       ] AQMS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:06.059809] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AQMS.txt
[2025-12-10T20:18:06.059960] [INFO ] [sig       ] [227/3612] Completed AQMS in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-10T20:18:06.060000] [INFO ] [sig       ] [228/3612] Forecasting AQN...
[2025-12-10T20:18:06.060028] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-10T20:18:06.060058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-10T20:18:06.071859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-10T20:18:06.072234] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-10T20:18:06.073048] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-10T20:18:06.073100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:06.073160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:06.073188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:06.073244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:06.133201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:06.134149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:06.134230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:06.134262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:06.253104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:06.253272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:06.253312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:06.253357] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:06.256992] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-12-10T20:18:06.257287] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-10T20:18:06.257422] [INFO ] [sig       ] AQN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:06.406604] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AQN.txt
[2025-12-10T20:18:06.406766] [INFO ] [sig       ] [228/3612] Completed AQN in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-10T20:18:06.406805] [INFO ] [sig       ] [229/3612] Forecasting AQNB...
[2025-12-10T20:18:06.406834] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-10T20:18:06.406862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-10T20:18:06.420460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-10T20:18:06.420942] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-10T20:18:06.421774] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-10T20:18:06.421825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:06.421856] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:06.421881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:06.421937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:06.479963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:06.480699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:06.480782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:06.480814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:06.593400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:06.593561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:06.593617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:06.593645] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:06.597133] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-10T20:18:06.597418] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-10T20:18:06.597544] [INFO ] [sig       ] AQNB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:06.749326] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AQNB.txt
[2025-12-10T20:18:06.749488] [INFO ] [sig       ] [229/3612] Completed AQNB in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-10T20:18:06.749532] [INFO ] [sig       ] [230/3612] Forecasting ARBB...
[2025-12-10T20:18:06.749563] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-10T20:18:06.749615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-10T20:18:06.760931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-10T20:18:06.761272] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-10T20:18:06.762075] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-10T20:18:06.762126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:06.762158] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:06.762184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:06.762239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:06.819825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:06.820815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:06.820900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:06.820951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:06.938530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:06.938703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:06.938742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:06.938770] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:06.942303] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2025-12-10T20:18:06.942685] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-10T20:18:06.942831] [INFO ] [sig       ] ARBB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:07.083331] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARBB.txt
[2025-12-10T20:18:07.083472] [INFO ] [sig       ] [230/3612] Completed ARBB in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-10T20:18:07.083511] [INFO ] [sig       ] [231/3612] Forecasting ARBE...
[2025-12-10T20:18:07.083539] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-10T20:18:07.083587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-10T20:18:07.096092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-10T20:18:07.096469] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-10T20:18:07.097318] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-10T20:18:07.097371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:07.097403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:07.097430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:07.097485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:07.155835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:07.156641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:07.156728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:07.156760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:07.287593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:07.287847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:07.287901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:07.287973] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:07.291771] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-10T20:18:07.292175] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-10T20:18:07.292331] [INFO ] [sig       ] ARBE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:07.434820] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARBE.txt
[2025-12-10T20:18:07.434964] [INFO ] [sig       ] [231/3612] Completed ARBE in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:07.435005] [INFO ] [sig       ] [232/3612] Forecasting ARCB...
[2025-12-10T20:18:07.435034] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-10T20:18:07.435066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-10T20:18:07.446478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-10T20:18:07.446790] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-10T20:18:07.447606] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-10T20:18:07.447659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:07.447692] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:07.447740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:07.447808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:07.510558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:07.511641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:07.511918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:07.511951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:07.641924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:07.642072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:07.642113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:07.642142] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:07.645886] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=29.32%)
[2025-12-10T20:18:07.646173] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-10T20:18:07.646298] [INFO ] [sig       ] ARCB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:07.795071] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARCB.txt
[2025-12-10T20:18:07.795232] [INFO ] [sig       ] [232/3612] Completed ARCB in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:07.795274] [INFO ] [sig       ] [233/3612] Forecasting ARCC...
[2025-12-10T20:18:07.795304] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-10T20:18:07.795336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-10T20:18:07.807443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-10T20:18:07.807990] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-10T20:18:07.809004] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-10T20:18:07.809063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:07.809096] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:07.809122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:07.809178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:07.869085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:07.870164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:07.870248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:07.870279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:07.994396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:07.994546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:07.994600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:07.994631] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:07.998379] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-10T20:18:07.998676] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-10T20:18:07.998992] [INFO ] [sig       ] ARCC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:08.140296] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARCC.txt
[2025-12-10T20:18:08.140424] [INFO ] [sig       ] [233/3612] Completed ARCC in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:08.140463] [INFO ] [sig       ] [234/3612] Forecasting ARCO...
[2025-12-10T20:18:08.140491] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-10T20:18:08.140521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-10T20:18:08.151932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-10T20:18:08.152230] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-10T20:18:08.153042] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-10T20:18:08.153092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:08.153123] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:08.153149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:08.153204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:08.211182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:08.211893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:08.211972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:08.212004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:08.325219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:08.325363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:08.325402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:08.325430] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:08.329199] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-10T20:18:08.329476] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-10T20:18:08.329618] [INFO ] [sig       ] ARCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:08.473139] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARCO.txt
[2025-12-10T20:18:08.473285] [INFO ] [sig       ] [234/3612] Completed ARCO in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:08.473324] [INFO ] [sig       ] [235/3612] Forecasting ARDC...
[2025-12-10T20:18:08.473352] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-10T20:18:08.473381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-10T20:18:08.485509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-10T20:18:08.485835] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-10T20:18:08.486618] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-10T20:18:08.486669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:08.486700] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:08.486725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:08.486779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:08.544975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:08.545652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:08.545731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:08.545763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:08.667074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:08.667222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:08.667260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:08.667287] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:08.670661] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2025-12-10T20:18:08.670935] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-10T20:18:08.671059] [INFO ] [sig       ] ARDC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:08.817326] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARDC.txt
[2025-12-10T20:18:08.817461] [INFO ] [sig       ] [235/3612] Completed ARDC in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:08.817500] [INFO ] [sig       ] [236/3612] Forecasting ARDX...
[2025-12-10T20:18:08.817527] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-10T20:18:08.817563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-10T20:18:08.828914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-10T20:18:08.829208] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-10T20:18:08.830001] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-10T20:18:08.830053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:08.830085] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:08.830111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:08.830166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:08.886927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:08.887912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:08.888008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:08.888039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:09.003029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:09.003176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:09.003214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:09.003242] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:09.006549] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-10T20:18:09.006845] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-10T20:18:09.006970] [INFO ] [sig       ] ARDX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:09.153055] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARDX.txt
[2025-12-10T20:18:09.153227] [INFO ] [sig       ] [236/3612] Completed ARDX in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:09.153269] [INFO ] [sig       ] [237/3612] Forecasting ARE...
[2025-12-10T20:18:09.153298] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-10T20:18:09.153329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-10T20:18:09.166132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-10T20:18:09.166513] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-10T20:18:09.167356] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-10T20:18:09.167410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:09.167444] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:09.167472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:09.167530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:09.234755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:09.235933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:09.236031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:09.236066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:09.364747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:09.364906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:09.364947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:09.364977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:09.368635] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-10T20:18:09.368973] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-10T20:18:09.369119] [INFO ] [sig       ] ARE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:09.518827] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARE.txt
[2025-12-10T20:18:09.518994] [INFO ] [sig       ] [237/3612] Completed ARE in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:09.519034] [INFO ] [sig       ] [238/3612] Forecasting AREC...
[2025-12-10T20:18:09.519063] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-10T20:18:09.519093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-10T20:18:09.532514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-10T20:18:09.532932] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-10T20:18:09.533774] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-10T20:18:09.533828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:09.533862] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:09.533892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:09.533948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:09.598725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:09.599628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:09.599751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:09.599786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:09.723828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:09.723998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:09.724040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:09.724069] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:09.727776] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-10T20:18:09.728099] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-10T20:18:09.728242] [INFO ] [sig       ] AREC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:09.874093] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AREC.txt
[2025-12-10T20:18:09.874271] [INFO ] [sig       ] [238/3612] Completed AREC in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:09.874314] [INFO ] [sig       ] [239/3612] Forecasting ARES...
[2025-12-10T20:18:09.874346] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-10T20:18:09.874378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-10T20:18:09.886304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-10T20:18:09.886700] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-10T20:18:09.887487] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-10T20:18:09.887540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:09.887588] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:09.887618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:09.887673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:09.946952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:09.947936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:09.948027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:09.948061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:10.071507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:10.071690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:10.071732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:10.071760] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:10.075474] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-10T20:18:10.075827] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-10T20:18:10.075973] [INFO ] [sig       ] ARES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:10.222326] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARES.txt
[2025-12-10T20:18:10.222490] [INFO ] [sig       ] [239/3612] Completed ARES in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:10.222531] [INFO ] [sig       ] [240/3612] Forecasting ARGX...
[2025-12-10T20:18:10.222562] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-10T20:18:10.222617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-10T20:18:10.235629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-10T20:18:10.236239] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-10T20:18:10.237079] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-10T20:18:10.237135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:10.237170] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:10.237199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:10.237264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:10.300451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:10.301367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:10.301456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:10.301492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:10.433097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:10.433257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:10.433299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:10.433329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:10.437338] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-10T20:18:10.437714] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-10T20:18:10.438077] [INFO ] [sig       ] ARGX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:10.594680] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARGX.txt
[2025-12-10T20:18:10.595043] [INFO ] [sig       ] [240/3612] Completed ARGX in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:10.595085] [INFO ] [sig       ] [241/3612] Forecasting ARHS...
[2025-12-10T20:18:10.595115] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-10T20:18:10.595144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-10T20:18:10.609377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-10T20:18:10.609803] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-10T20:18:10.610678] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-10T20:18:10.610925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:10.610966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:10.610999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:10.611072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:10.677130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:10.678268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:10.678357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:10.678392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:10.804673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:10.804847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:10.804887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:10.804915] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:10.808294] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-10T20:18:10.808603] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-10T20:18:10.808745] [INFO ] [sig       ] ARHS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:10.950010] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARHS.txt
[2025-12-10T20:18:10.950203] [INFO ] [sig       ] [241/3612] Completed ARHS in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:10.950244] [INFO ] [sig       ] [242/3612] Forecasting ARI...
[2025-12-10T20:18:10.950273] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-10T20:18:10.950303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-10T20:18:10.961440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-10T20:18:10.961848] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-10T20:18:10.962644] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-10T20:18:10.962694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:10.962726] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:10.962752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:10.962807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:11.019845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:11.020731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:11.020813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:11.020844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:11.144248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:11.144414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:11.144453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:11.144480] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:11.147992] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-12-10T20:18:11.148293] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-10T20:18:11.148425] [INFO ] [sig       ] ARI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:11.294041] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARI.txt
[2025-12-10T20:18:11.294199] [INFO ] [sig       ] [242/3612] Completed ARI in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:11.294237] [INFO ] [sig       ] [243/3612] Forecasting ARKO...
[2025-12-10T20:18:11.294265] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-10T20:18:11.294295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-10T20:18:11.306234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-10T20:18:11.306563] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-10T20:18:11.307352] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-10T20:18:11.307403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:11.307434] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:11.307460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:11.307515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:11.366825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:11.367506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:11.367603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:11.367642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:11.489071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:11.489219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:11.489258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:11.489285] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:11.492654] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-10T20:18:11.492930] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-10T20:18:11.493056] [INFO ] [sig       ] ARKO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:11.635249] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARKO.txt
[2025-12-10T20:18:11.635391] [INFO ] [sig       ] [243/3612] Completed ARKO in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-10T20:18:11.635429] [INFO ] [sig       ] [244/3612] Forecasting ARLO...
[2025-12-10T20:18:11.635457] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-10T20:18:11.635485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-10T20:18:11.647492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-10T20:18:11.647833] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-10T20:18:11.648633] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-10T20:18:11.648696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:11.648735] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:11.648768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:11.648826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:11.707718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:11.708750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:11.709026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:11.709059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:11.831976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:11.832134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:11.832175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:11.832203] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:11.835737] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-12-10T20:18:11.836030] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-10T20:18:11.836165] [INFO ] [sig       ] ARLO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:11.983731] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARLO.txt
[2025-12-10T20:18:11.983868] [INFO ] [sig       ] [244/3612] Completed ARLO in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-10T20:18:11.983906] [INFO ] [sig       ] [245/3612] Forecasting ARLP...
[2025-12-10T20:18:11.983933] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-10T20:18:11.983961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-10T20:18:11.994905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-10T20:18:11.995232] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-10T20:18:11.996024] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-10T20:18:11.996085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:11.996142] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:11.996169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:11.996225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:12.054790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:12.055602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:12.055690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:12.055722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:12.179230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:12.179406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:12.179452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:12.179482] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:12.183651] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-10T20:18:12.183942] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-10T20:18:12.184079] [INFO ] [sig       ] ARLP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:12.328478] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARLP.txt
[2025-12-10T20:18:12.328625] [INFO ] [sig       ] [245/3612] Completed ARLP in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-10T20:18:12.328666] [INFO ] [sig       ] [246/3612] Forecasting ARM...
[2025-12-10T20:18:12.328694] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-10T20:18:12.328724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-10T20:18:12.341247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-10T20:18:12.341560] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-10T20:18:12.342348] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-10T20:18:12.342399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:12.342431] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:12.342457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:12.342513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:12.403030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:12.403862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:12.403947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:12.403978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:12.528535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:12.528700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:12.528739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:12.528767] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:12.532107] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-10T20:18:12.532379] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-10T20:18:12.532503] [INFO ] [sig       ] ARM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:12.676953] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARM.txt
[2025-12-10T20:18:12.677086] [INFO ] [sig       ] [246/3612] Completed ARM in 0.3s | 2.84 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-10T20:18:12.677125] [INFO ] [sig       ] [247/3612] Forecasting ARMK...
[2025-12-10T20:18:12.677153] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-10T20:18:12.677183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-10T20:18:12.688893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-10T20:18:12.689190] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-10T20:18:12.689972] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-10T20:18:12.690022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:12.690053] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:12.690079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:12.690133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:12.750466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:12.751352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:12.751444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:12.751475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:12.884644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:12.885227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:12.885268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:12.885295] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:12.889378] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-10T20:18:12.889688] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-10T20:18:12.889815] [INFO ] [sig       ] ARMK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:13.035218] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARMK.txt
[2025-12-10T20:18:13.035375] [INFO ] [sig       ] [247/3612] Completed ARMK in 0.4s | 2.84 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-10T20:18:13.035417] [INFO ] [sig       ] [248/3612] Forecasting AROC...
[2025-12-10T20:18:13.035444] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-10T20:18:13.035475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-10T20:18:13.047819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-10T20:18:13.048124] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-10T20:18:13.048923] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-10T20:18:13.048973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:13.049003] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:13.049029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:13.049085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:13.107769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:13.108482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:13.108561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:13.108611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:13.233694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:13.234043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:13.234082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:13.234141] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:13.238497] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-10T20:18:13.238810] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-10T20:18:13.238943] [INFO ] [sig       ] AROC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:13.387488] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AROC.txt
[2025-12-10T20:18:13.387649] [INFO ] [sig       ] [248/3612] Completed AROC in 0.4s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:13.387720] [INFO ] [sig       ] [249/3612] Forecasting ARQ...
[2025-12-10T20:18:13.387761] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-10T20:18:13.387792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-10T20:18:13.401224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-10T20:18:13.401557] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-10T20:18:13.402360] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-10T20:18:13.402412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:13.402442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:13.402468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:13.402523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:13.462116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:13.462998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:13.463085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:13.463117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:13.582174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:13.582314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:13.582352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:13.582380] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:13.585763] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-10T20:18:13.586038] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-10T20:18:13.586162] [INFO ] [sig       ] ARQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:13.728703] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARQ.txt
[2025-12-10T20:18:13.728845] [INFO ] [sig       ] [249/3612] Completed ARQ in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:13.728883] [INFO ] [sig       ] [250/3612] Forecasting ARQQ...
[2025-12-10T20:18:13.728911] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-10T20:18:13.728941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-10T20:18:13.741624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-10T20:18:13.742018] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-10T20:18:13.742895] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-10T20:18:13.742949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:13.742981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:13.743007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:13.743065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:13.803954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:13.805003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:13.805091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:13.805125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:13.930337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:13.930493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:13.930533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:13.930563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:13.934229] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-10T20:18:13.934543] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-10T20:18:13.934720] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:14.080030] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARQQ.txt
[2025-12-10T20:18:14.080189] [INFO ] [sig       ] [250/3612] Completed ARQQ in 0.4s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:14.080229] [INFO ] [sig       ] [251/3612] Forecasting ARRY...
[2025-12-10T20:18:14.080258] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-10T20:18:14.080289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-10T20:18:14.092963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-10T20:18:14.093313] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-10T20:18:14.094119] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-10T20:18:14.094172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:14.094204] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:14.094231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:14.094288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:14.153730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:14.154526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:14.154628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:14.154662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:14.275705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:14.275858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:14.275896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:14.275923] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:14.279498] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-10T20:18:14.279803] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-10T20:18:14.279935] [INFO ] [sig       ] ARRY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:14.422812] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARRY.txt
[2025-12-10T20:18:14.423170] [INFO ] [sig       ] [251/3612] Completed ARRY in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:14.423211] [INFO ] [sig       ] [252/3612] Forecasting ARTL...
[2025-12-10T20:18:14.423239] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-10T20:18:14.423268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-10T20:18:14.435695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-10T20:18:14.436011] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-10T20:18:14.436813] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-10T20:18:14.436863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:14.436895] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:14.436921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:14.436976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:14.494781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:14.495706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:14.495809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:14.495840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:14.613092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:14.613245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:14.613302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:14.613331] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:14.617206] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-10T20:18:14.617507] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-10T20:18:14.617668] [INFO ] [sig       ] ARTL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:14.765981] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARTL.txt
[2025-12-10T20:18:14.766141] [INFO ] [sig       ] [252/3612] Completed ARTL in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:14.766180] [INFO ] [sig       ] [253/3612] Forecasting ARTNA...
[2025-12-10T20:18:14.766208] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-10T20:18:14.766239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-10T20:18:14.777667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-10T20:18:14.778144] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-10T20:18:14.779013] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-10T20:18:14.779067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:14.779098] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:14.779125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:14.779181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:14.838419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:14.839357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:14.839450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:14.839483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:14.955761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:14.956081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:14.956120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:14.956147] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:14.959635] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-12-10T20:18:14.959922] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-10T20:18:14.960046] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:15.103291] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ARTNA.txt
[2025-12-10T20:18:15.103416] [INFO ] [sig       ] [253/3612] Completed ARTNA in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:15.103454] [INFO ] [sig       ] [254/3612] Forecasting ARVN...
[2025-12-10T20:18:15.103482] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-10T20:18:15.103511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-10T20:18:15.115739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-10T20:18:15.116046] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-10T20:18:15.116982] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-10T20:18:15.117035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:15.117075] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:15.117110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:15.117169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:15.183884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:15.184610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:15.184699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:15.184737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:15.315297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:15.315433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:15.315478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:15.315517] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:15.319311] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=50.28%)
[2025-12-10T20:18:15.319633] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-10T20:18:15.319779] [INFO ] [sig       ] ARVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:15.473296] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ARVN.txt
[2025-12-10T20:18:15.473418] [INFO ] [sig       ] [254/3612] Completed ARVN in 0.4s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:15.473455] [INFO ] [sig       ] [255/3612] Forecasting ASA...
[2025-12-10T20:18:15.473483] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-10T20:18:15.473513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-10T20:18:15.484449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-10T20:18:15.484749] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-10T20:18:15.485513] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-10T20:18:15.485564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:15.485614] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:15.485643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:15.485698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:15.542362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:15.542984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:15.543091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:15.543123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:15.660219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:15.660341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:15.660378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:15.660405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:15.663659] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-12-10T20:18:15.663935] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-10T20:18:15.664061] [INFO ] [sig       ] ASA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:15.802130] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASA.txt
[2025-12-10T20:18:15.802242] [INFO ] [sig       ] [255/3612] Completed ASA in 0.3s | 2.84 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:15.802280] [INFO ] [sig       ] [256/3612] Forecasting ASB...
[2025-12-10T20:18:15.802308] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-10T20:18:15.802338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-10T20:18:15.813548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-10T20:18:15.813844] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-10T20:18:15.814627] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-10T20:18:15.814678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:15.814719] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:15.814746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:15.814802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:15.874353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:15.875090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:15.875166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:15.875197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:15.995019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:15.995140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:15.995177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:15.995205] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:15.998445] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-10T20:18:15.998730] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-10T20:18:15.998863] [INFO ] [sig       ] ASB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:16.136692] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASB.txt
[2025-12-10T20:18:16.136809] [INFO ] [sig       ] [256/3612] Completed ASB in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.7m
[2025-12-10T20:18:16.136847] [INFO ] [sig       ] [257/3612] Forecasting ASBA...
[2025-12-10T20:18:16.136875] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-10T20:18:16.136904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-10T20:18:16.148592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-10T20:18:16.148899] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-10T20:18:16.149679] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-10T20:18:16.149729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:16.149760] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:16.149786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:16.149840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:16.205781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:16.206604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:16.206686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:16.206716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:16.319306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:16.319426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:16.319462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:16.319489] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:16.322698] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=33.98%)
[2025-12-10T20:18:16.322966] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-10T20:18:16.323088] [INFO ] [sig       ] ASBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:16.464297] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASBA.txt
[2025-12-10T20:18:16.464417] [INFO ] [sig       ] [257/3612] Completed ASBA in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:16.464455] [INFO ] [sig       ] [258/3612] Forecasting ASC...
[2025-12-10T20:18:16.464482] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-10T20:18:16.464512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-10T20:18:16.479217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-10T20:18:16.479737] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-10T20:18:16.480560] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-10T20:18:16.480629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:16.480660] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:16.480686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:16.480741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:16.542801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:16.544184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:16.544280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:16.544314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:16.661477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:16.661692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:16.661743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:16.661778] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:16.666486] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-10T20:18:16.666850] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-10T20:18:16.667003] [INFO ] [sig       ] ASC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:16.810283] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASC.txt
[2025-12-10T20:18:16.810514] [INFO ] [sig       ] [258/3612] Completed ASC in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:16.810556] [INFO ] [sig       ] [259/3612] Forecasting ASG...
[2025-12-10T20:18:16.810605] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-10T20:18:16.810638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-10T20:18:16.822183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-10T20:18:16.822610] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-10T20:18:16.823400] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-10T20:18:16.823451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:16.823482] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:16.823507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:16.823563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:16.885926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:16.886869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:16.886956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:16.886989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:17.011229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:17.011403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:17.011444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:17.011472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:17.014954] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-12-10T20:18:17.015242] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-10T20:18:17.015375] [INFO ] [sig       ] ASG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:17.159806] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASG.txt
[2025-12-10T20:18:17.159991] [INFO ] [sig       ] [259/3612] Completed ASG in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:17.160036] [INFO ] [sig       ] [260/3612] Forecasting ASGI...
[2025-12-10T20:18:17.160073] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-10T20:18:17.160104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-10T20:18:17.172197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-10T20:18:17.172517] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-10T20:18:17.173312] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-10T20:18:17.173363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:17.173393] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:17.173420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:17.173475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:17.229535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:17.230171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:17.230248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:17.230278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:17.348633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:17.348753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:17.348793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:17.348819] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:17.352027] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-10T20:18:17.352295] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-10T20:18:17.352418] [INFO ] [sig       ] ASGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:17.539956] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASGI.txt
[2025-12-10T20:18:17.540091] [INFO ] [sig       ] [260/3612] Completed ASGI in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:17.540129] [INFO ] [sig       ] [261/3612] Forecasting ASGN...
[2025-12-10T20:18:17.540157] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-10T20:18:17.540186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-10T20:18:17.551488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-10T20:18:17.551803] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-10T20:18:17.552563] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-10T20:18:17.552636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:17.552668] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:17.552694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:17.552753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:17.609390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:17.610022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:17.610100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:17.610132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:17.728485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:17.728624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:17.728663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:17.728692] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:17.732296] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-10T20:18:17.732562] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-10T20:18:17.732707] [INFO ] [sig       ] ASGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:17.871535] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASGN.txt
[2025-12-10T20:18:17.871674] [INFO ] [sig       ] [261/3612] Completed ASGN in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:17.871714] [INFO ] [sig       ] [262/3612] Forecasting ASH...
[2025-12-10T20:18:17.871742] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-10T20:18:17.871771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-10T20:18:17.883541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-10T20:18:17.883936] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-10T20:18:17.884764] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-10T20:18:17.884815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:17.884875] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:17.884902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:17.884958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:17.945642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:17.946546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:17.946651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:17.946684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:18.084337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:18.084498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:18.084541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:18.084589] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:18.088374] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-10T20:18:18.088690] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-10T20:18:18.088830] [INFO ] [sig       ] ASH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:18.244217] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASH.txt
[2025-12-10T20:18:18.244395] [INFO ] [sig       ] [262/3612] Completed ASH in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:18.244437] [INFO ] [sig       ] [263/3612] Forecasting ASIX...
[2025-12-10T20:18:18.244467] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-10T20:18:18.244498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-10T20:18:18.256447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-10T20:18:18.256875] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-10T20:18:18.257692] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-10T20:18:18.257776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:18.257808] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:18.257835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:18.257893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:18.317747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:18.318872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:18.318957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:18.318991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:18.444162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:18.444318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:18.444359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:18.444405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:18.448420] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-10T20:18:18.448730] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-10T20:18:18.448864] [INFO ] [sig       ] ASIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:18.592786] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASIX.txt
[2025-12-10T20:18:18.592941] [INFO ] [sig       ] [263/3612] Completed ASIX in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:18.593175] [INFO ] [sig       ] [264/3612] Forecasting ASLE...
[2025-12-10T20:18:18.593203] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-10T20:18:18.593233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-10T20:18:18.605304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-10T20:18:18.605659] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-10T20:18:18.606430] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-10T20:18:18.606482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:18.606514] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:18.606539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:18.606618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:18.664948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:18.665818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:18.665920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:18.665964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:18.792300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:18.792455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:18.792492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:18.792520] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:18.795887] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-10T20:18:18.796183] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-10T20:18:18.796315] [INFO ] [sig       ] ASLE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:18.939135] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASLE.txt
[2025-12-10T20:18:18.939295] [INFO ] [sig       ] [264/3612] Completed ASLE in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-10T20:18:18.939336] [INFO ] [sig       ] [265/3612] Forecasting ASMB...
[2025-12-10T20:18:18.939365] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-10T20:18:18.939398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-10T20:18:18.951733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-10T20:18:18.952356] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-10T20:18:18.953174] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-10T20:18:18.953224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:18.953255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:18.953280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:18.953335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:19.012469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:19.013553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:19.013661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:19.013712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:19.142927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:19.143082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:19.143119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:19.143188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:19.147817] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-10T20:18:19.148222] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-10T20:18:19.148379] [INFO ] [sig       ] ASMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:19.289389] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASMB.txt
[2025-12-10T20:18:19.289540] [INFO ] [sig       ] [265/3612] Completed ASMB in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:19.289598] [INFO ] [sig       ] [266/3612] Forecasting ASML...
[2025-12-10T20:18:19.289629] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-10T20:18:19.289660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-10T20:18:19.303963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-10T20:18:19.304414] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-10T20:18:19.305495] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-10T20:18:19.305562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:19.305627] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:19.305665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:19.305747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:19.372866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:19.373769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:19.373857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:19.373891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:19.502182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:19.502334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:19.502374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:19.502401] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:19.505805] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-10T20:18:19.506086] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-10T20:18:19.506217] [INFO ] [sig       ] ASML: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:19.654117] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASML.txt
[2025-12-10T20:18:19.654267] [INFO ] [sig       ] [266/3612] Completed ASML in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:19.654307] [INFO ] [sig       ] [267/3612] Forecasting ASND...
[2025-12-10T20:18:19.654336] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-10T20:18:19.654373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-10T20:18:19.667965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-10T20:18:19.668363] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-10T20:18:19.669395] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-10T20:18:19.669449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:19.669481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:19.669507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:19.669594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:19.730425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:19.731317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:19.731399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:19.731433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:19.857069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:19.857227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:19.857267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:19.857297] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:19.861314] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-10T20:18:19.861644] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-10T20:18:19.861785] [INFO ] [sig       ] ASND: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:20.004649] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASND.txt
[2025-12-10T20:18:20.004815] [INFO ] [sig       ] [267/3612] Completed ASND in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:20.004855] [INFO ] [sig       ] [268/3612] Forecasting ASNS...
[2025-12-10T20:18:20.004883] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-10T20:18:20.004915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-10T20:18:20.017628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-10T20:18:20.018059] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-10T20:18:20.018872] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-10T20:18:20.018924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:20.018955] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:20.018981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:20.019037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:20.079326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:20.080263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:20.080350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:20.080383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:20.201026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:20.201177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:20.201217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:20.201245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:20.204878] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-10T20:18:20.205195] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-10T20:18:20.205332] [INFO ] [sig       ] ASNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:20.350114] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASNS.txt
[2025-12-10T20:18:20.350253] [INFO ] [sig       ] [268/3612] Completed ASNS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:20.350293] [INFO ] [sig       ] [269/3612] Forecasting ASO...
[2025-12-10T20:18:20.350322] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-10T20:18:20.350353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-10T20:18:20.362946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-10T20:18:20.363361] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-10T20:18:20.364225] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-10T20:18:20.364279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:20.364312] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:20.364339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:20.364396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:20.425395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:20.426290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:20.426377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:20.426409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:20.546263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:20.546411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:20.546449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:20.546476] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:20.549989] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=84.44%)
[2025-12-10T20:18:20.550296] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-10T20:18:20.550432] [INFO ] [sig       ] ASO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:20.695403] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASO.txt
[2025-12-10T20:18:20.695563] [INFO ] [sig       ] [269/3612] Completed ASO in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:20.695621] [INFO ] [sig       ] [270/3612] Forecasting ASPI...
[2025-12-10T20:18:20.695651] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-10T20:18:20.695680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-10T20:18:20.707222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-10T20:18:20.707632] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-10T20:18:20.708497] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-10T20:18:20.708550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:20.708604] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:20.708632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:20.708689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:20.769999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:20.770894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:20.770983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:20.771016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:20.892108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:20.892261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:20.892300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:20.892327] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:20.895706] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-10T20:18:20.895990] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-10T20:18:20.896123] [INFO ] [sig       ] ASPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:21.042083] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASPI.txt
[2025-12-10T20:18:21.042245] [INFO ] [sig       ] [270/3612] Completed ASPI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:21.042286] [INFO ] [sig       ] [271/3612] Forecasting ASPN...
[2025-12-10T20:18:21.042315] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-10T20:18:21.042346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-10T20:18:21.053840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-10T20:18:21.054189] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-10T20:18:21.054987] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-10T20:18:21.055040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:21.055265] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:21.055302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:21.055371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:21.113709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:21.114559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:21.114662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:21.114696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:21.250751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:21.250931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:21.250987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:21.251028] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:21.256107] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-12-10T20:18:21.256521] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-10T20:18:21.256716] [INFO ] [sig       ] ASPN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:21.412103] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASPN.txt
[2025-12-10T20:18:21.412262] [INFO ] [sig       ] [271/3612] Completed ASPN in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:21.412303] [INFO ] [sig       ] [272/3612] Forecasting ASPS...
[2025-12-10T20:18:21.412332] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-10T20:18:21.412362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-10T20:18:21.423337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-10T20:18:21.423725] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-10T20:18:21.424502] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-10T20:18:21.424553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:21.424604] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:21.424634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:21.424690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:21.481528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:21.482389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:21.482507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:21.482541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:21.603760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:21.603926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:21.603966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:21.603994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:21.607533] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-12-10T20:18:21.607912] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-10T20:18:21.608055] [INFO ] [sig       ] ASPS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:21.756199] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASPS.txt
[2025-12-10T20:18:21.756370] [INFO ] [sig       ] [272/3612] Completed ASPS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:21.756413] [INFO ] [sig       ] [273/3612] Forecasting ASTE...
[2025-12-10T20:18:21.756442] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-10T20:18:21.756473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-10T20:18:21.769878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-10T20:18:21.770466] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-10T20:18:21.771283] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-10T20:18:21.771335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:21.771366] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:21.771392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:21.771447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:21.829844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:21.830727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:21.830816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:21.830847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:21.953372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:21.953522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:21.953560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:21.953607] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:21.957085] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=50.80%)
[2025-12-10T20:18:21.957423] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-10T20:18:21.957565] [INFO ] [sig       ] ASTE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:22.099106] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASTE.txt
[2025-12-10T20:18:22.099260] [INFO ] [sig       ] [273/3612] Completed ASTE in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:22.099298] [INFO ] [sig       ] [274/3612] Forecasting ASTH...
[2025-12-10T20:18:22.099327] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-10T20:18:22.099357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-10T20:18:22.113539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-10T20:18:22.113960] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-10T20:18:22.115033] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-10T20:18:22.115097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:22.115144] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:22.115185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:22.115266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:22.182246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:22.183114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:22.183198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:22.183230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:22.301485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:22.301663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:22.301703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:22.301730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:22.305183] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=70.08%)
[2025-12-10T20:18:22.305486] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-10T20:18:22.305642] [INFO ] [sig       ] ASTH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:22.449460] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASTH.txt
[2025-12-10T20:18:22.449630] [INFO ] [sig       ] [274/3612] Completed ASTH in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-10T20:18:22.449673] [INFO ] [sig       ] [275/3612] Forecasting ASTI...
[2025-12-10T20:18:22.449701] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-10T20:18:22.449732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-10T20:18:22.461801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-10T20:18:22.462200] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-10T20:18:22.463263] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-10T20:18:22.463315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:22.463348] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:22.463374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:22.463430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:22.523130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:22.524004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:22.524264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:22.524296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:22.648657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:22.648808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:22.648846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:22.648873] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:22.652789] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-10T20:18:22.653089] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-10T20:18:22.653400] [INFO ] [sig       ] ASTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:22.801334] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ASTI.txt
[2025-12-10T20:18:22.801532] [INFO ] [sig       ] [275/3612] Completed ASTI in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:22.801590] [INFO ] [sig       ] [276/3612] Forecasting ASTL...
[2025-12-10T20:18:22.801621] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-10T20:18:22.801652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-10T20:18:22.814452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-10T20:18:22.814837] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-10T20:18:22.815645] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-10T20:18:22.815696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:22.815727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:22.815753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:22.815807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:22.875091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:22.875961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:22.876048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:22.876079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:23.007413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:23.007609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:23.007654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:23.007681] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:23.011715] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-12-10T20:18:23.012009] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-10T20:18:23.012142] [INFO ] [sig       ] ASTL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:23.162021] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASTL.txt
[2025-12-10T20:18:23.162368] [INFO ] [sig       ] [276/3612] Completed ASTL in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:23.162408] [INFO ] [sig       ] [277/3612] Forecasting ASTS...
[2025-12-10T20:18:23.162435] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-10T20:18:23.162464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-10T20:18:23.174411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-10T20:18:23.174792] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-10T20:18:23.175599] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-10T20:18:23.175837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:23.175868] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:23.175893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:23.175948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:23.235242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:23.236153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:23.236243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:23.236274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:23.372727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:23.372883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:23.372923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:23.372951] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:23.376885] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-10T20:18:23.377181] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-10T20:18:23.377332] [INFO ] [sig       ] ASTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:23.522441] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASTS.txt
[2025-12-10T20:18:23.522618] [INFO ] [sig       ] [277/3612] Completed ASTS in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:23.522659] [INFO ] [sig       ] [278/3612] Forecasting ASX...
[2025-12-10T20:18:23.522688] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-10T20:18:23.522718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-10T20:18:23.534261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-10T20:18:23.534623] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-10T20:18:23.535398] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-10T20:18:23.535449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:23.535481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:23.535507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:23.535562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:23.594284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:23.595345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:23.595426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:23.595457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:23.718663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:23.718817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:23.718856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:23.718884] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:23.722623] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-12-10T20:18:23.722899] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-10T20:18:23.723025] [INFO ] [sig       ] ASX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:23.869456] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASX.txt
[2025-12-10T20:18:23.869633] [INFO ] [sig       ] [278/3612] Completed ASX in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:23.869676] [INFO ] [sig       ] [279/3612] Forecasting ASYS...
[2025-12-10T20:18:23.869704] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-10T20:18:23.869736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-10T20:18:23.882333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-10T20:18:23.882709] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-10T20:18:23.883474] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-10T20:18:23.883524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:23.883610] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:23.883638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:23.883694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:23.943077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:23.943939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:23.944021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:23.944053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:24.075824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:24.075973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:24.076013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:24.076041] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:24.079985] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-10T20:18:24.080279] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-10T20:18:24.080410] [INFO ] [sig       ] ASYS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:24.222595] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ASYS.txt
[2025-12-10T20:18:24.222752] [INFO ] [sig       ] [279/3612] Completed ASYS in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:24.222792] [INFO ] [sig       ] [280/3612] Forecasting ATAI...
[2025-12-10T20:18:24.222822] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-10T20:18:24.222850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-10T20:18:24.234347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-10T20:18:24.234677] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-10T20:18:24.235446] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-10T20:18:24.235507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:24.235538] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:24.235564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:24.235649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:24.297674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:24.298531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:24.298628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:24.298661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:24.415658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:24.415811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:24.415849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:24.415876] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:24.419277] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-10T20:18:24.419553] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-10T20:18:24.419698] [INFO ] [sig       ] ATAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:24.558040] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATAI.txt
[2025-12-10T20:18:24.558170] [INFO ] [sig       ] [280/3612] Completed ATAI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:24.558208] [INFO ] [sig       ] [281/3612] Forecasting ATEC...
[2025-12-10T20:18:24.558237] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-10T20:18:24.558265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-10T20:18:24.570227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-10T20:18:24.570500] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-10T20:18:24.571274] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-10T20:18:24.571324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:24.571356] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:24.571381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:24.571436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:24.629526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:24.630568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:24.630667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:24.630698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:24.755933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:24.756083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:24.756122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:24.756149] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:24.759837] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-10T20:18:24.760109] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-10T20:18:24.760234] [INFO ] [sig       ] ATEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:24.902556] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATEC.txt
[2025-12-10T20:18:24.902702] [INFO ] [sig       ] [281/3612] Completed ATEC in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-10T20:18:24.902741] [INFO ] [sig       ] [282/3612] Forecasting ATEN...
[2025-12-10T20:18:24.902770] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-10T20:18:24.902800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-10T20:18:24.915441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-10T20:18:24.915741] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-10T20:18:24.916496] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-10T20:18:24.916547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:24.916596] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:24.916625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:24.916680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:24.977066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:24.978089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:24.978200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:24.978241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:25.111656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:25.111814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:25.111852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:25.111917] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:25.115637] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-10T20:18:25.115912] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-10T20:18:25.116043] [INFO ] [sig       ] ATEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:25.262034] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATEN.txt
[2025-12-10T20:18:25.262185] [INFO ] [sig       ] [282/3612] Completed ATEN in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:25.262223] [INFO ] [sig       ] [283/3612] Forecasting ATEX...
[2025-12-10T20:18:25.262252] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-10T20:18:25.262283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-10T20:18:25.275083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-10T20:18:25.275446] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-10T20:18:25.276227] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-10T20:18:25.276278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:25.276309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:25.276335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:25.276390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:25.337254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:25.338333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:25.338415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:25.338446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:25.463872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:25.464029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:25.464068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:25.464097] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:25.467723] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-12-10T20:18:25.468006] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-10T20:18:25.468136] [INFO ] [sig       ] ATEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:25.625327] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATEX.txt
[2025-12-10T20:18:25.625490] [INFO ] [sig       ] [283/3612] Completed ATEX in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:25.625536] [INFO ] [sig       ] [284/3612] Forecasting ATGE...
[2025-12-10T20:18:25.625567] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-10T20:18:25.625620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-10T20:18:25.638783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-10T20:18:25.639357] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-10T20:18:25.640371] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-10T20:18:25.640423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:25.640453] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:25.640479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:25.640536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:25.702334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:25.703291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:25.703382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:25.703414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:25.834847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:25.834997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:25.835037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:25.835066] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:25.839008] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-10T20:18:25.839433] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-10T20:18:25.839559] [INFO ] [sig       ] ATGE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:25.986518] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATGE.txt
[2025-12-10T20:18:25.986690] [INFO ] [sig       ] [284/3612] Completed ATGE in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:25.986730] [INFO ] [sig       ] [285/3612] Forecasting ATHA...
[2025-12-10T20:18:25.986760] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-10T20:18:25.986790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-10T20:18:25.998866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-10T20:18:25.999223] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-10T20:18:26.000030] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-10T20:18:26.000081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:26.000112] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:26.000138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:26.000192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:26.060401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:26.061470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:26.061553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:26.061602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:26.187676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:26.187841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:26.187880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:26.187906] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:26.191265] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-10T20:18:26.191536] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-10T20:18:26.191697] [INFO ] [sig       ] ATHA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:26.343363] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATHA.txt
[2025-12-10T20:18:26.343523] [INFO ] [sig       ] [285/3612] Completed ATHA in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:26.343563] [INFO ] [sig       ] [286/3612] Forecasting ATHM...
[2025-12-10T20:18:26.343615] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-10T20:18:26.343646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-10T20:18:26.356882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-10T20:18:26.357277] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-10T20:18:26.358115] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-10T20:18:26.358165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:26.358197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:26.358222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:26.358460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:26.416865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:26.417759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:26.417843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:26.417874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:26.544202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:26.544551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:26.544609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:26.544638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:26.548523] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-12-10T20:18:26.548813] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-10T20:18:26.548941] [INFO ] [sig       ] ATHM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:26.690817] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATHM.txt
[2025-12-10T20:18:26.690975] [INFO ] [sig       ] [286/3612] Completed ATHM in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:26.691019] [INFO ] [sig       ] [287/3612] Forecasting ATI...
[2025-12-10T20:18:26.691049] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-10T20:18:26.691077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-10T20:18:26.704306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-10T20:18:26.704800] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-10T20:18:26.705786] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-10T20:18:26.705843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:26.705879] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:26.705907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:26.705966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:26.772526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:26.773692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:26.773797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:26.773831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:26.904123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:26.904561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:26.904657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:26.904688] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:26.909068] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-10T20:18:26.909380] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-10T20:18:26.909525] [INFO ] [sig       ] ATI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:27.060220] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATI.txt
[2025-12-10T20:18:27.060440] [INFO ] [sig       ] [287/3612] Completed ATI in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:27.060482] [INFO ] [sig       ] [288/3612] Forecasting ATLC...
[2025-12-10T20:18:27.060512] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-10T20:18:27.060544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-10T20:18:27.076396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-10T20:18:27.076954] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-10T20:18:27.078210] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-10T20:18:27.078264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:27.078295] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:27.078321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:27.078378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:27.138540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:27.139647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:27.139738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:27.139772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:27.264851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:27.265070] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:18:27.265113] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:27.265141] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:27.269569] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-10T20:18:27.269895] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-10T20:18:27.270035] [INFO ] [sig       ] ATLC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:27.413348] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATLC.txt
[2025-12-10T20:18:27.413526] [INFO ] [sig       ] [288/3612] Completed ATLC in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:27.413591] [INFO ] [sig       ] [289/3612] Forecasting ATLCZ...
[2025-12-10T20:18:27.413626] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-10T20:18:27.413659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-10T20:18:27.427190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-10T20:18:27.427679] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-10T20:18:27.428600] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-10T20:18:27.428651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:27.428682] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:27.428709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:27.428767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:27.491327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:27.492426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:27.492564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:27.492618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:27.611598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:27.611817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:27.611861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:27.611888] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:27.616515] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-10T20:18:27.616848] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-10T20:18:27.616989] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:27.774020] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATLCZ.txt
[2025-12-10T20:18:27.774221] [INFO ] [sig       ] [289/3612] Completed ATLCZ in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:27.774264] [INFO ] [sig       ] [290/3612] Forecasting ATLO...
[2025-12-10T20:18:27.774295] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-10T20:18:27.774326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-10T20:18:27.790383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-10T20:18:27.791059] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-10T20:18:27.792201] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-10T20:18:27.792265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:27.792308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:27.792349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:27.792434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:27.863032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:27.864703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:27.864820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:27.864864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:27.976990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:27.977211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:27.977253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:27.977283] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:27.981126] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-10T20:18:27.981432] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-10T20:18:27.981587] [INFO ] [sig       ] ATLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:28.133617] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATLO.txt
[2025-12-10T20:18:28.133840] [INFO ] [sig       ] [290/3612] Completed ATLO in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:28.133887] [INFO ] [sig       ] [291/3612] Forecasting ATNI...
[2025-12-10T20:18:28.133918] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-10T20:18:28.133948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-10T20:18:28.148523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-10T20:18:28.149086] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-10T20:18:28.150012] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-10T20:18:28.150062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:28.150114] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:28.150142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:28.150198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:28.212298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:28.213697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:28.213805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:28.213843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:28.341768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:28.342000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:28.342046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:28.342074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:28.346076] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=40.71%)
[2025-12-10T20:18:28.346420] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-10T20:18:28.346593] [INFO ] [sig       ] ATNI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:28.495342] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATNI.txt
[2025-12-10T20:18:28.495558] [INFO ] [sig       ] [291/3612] Completed ATNI in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:28.495619] [INFO ] [sig       ] [292/3612] Forecasting ATO...
[2025-12-10T20:18:28.495649] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-10T20:18:28.495680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-10T20:18:28.509276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-10T20:18:28.509742] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-10T20:18:28.510670] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-10T20:18:28.510723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:28.510757] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:28.510785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:28.510842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:28.589126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:28.590677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:28.590813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:28.590871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:28.759019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:28.759489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:28.759537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:28.759567] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:28.763886] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-10T20:18:28.764224] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-10T20:18:28.764373] [INFO ] [sig       ] ATO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:28.916054] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATO.txt
[2025-12-10T20:18:28.916298] [INFO ] [sig       ] [292/3612] Completed ATO in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:28.916344] [INFO ] [sig       ] [293/3612] Forecasting ATOM...
[2025-12-10T20:18:28.916375] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-10T20:18:28.916406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-10T20:18:28.929927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-10T20:18:28.930421] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-10T20:18:28.931450] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-10T20:18:28.931511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:28.931553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:28.931607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:28.931683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:28.992851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:28.994016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:28.994117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:28.994150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:29.124921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:29.125152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:29.125195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:29.125223] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:29.129079] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-10T20:18:29.129417] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-10T20:18:29.129559] [INFO ] [sig       ] ATOM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:29.278052] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATOM.txt
[2025-12-10T20:18:29.278273] [INFO ] [sig       ] [293/3612] Completed ATOM in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:29.278322] [INFO ] [sig       ] [294/3612] Forecasting ATRA...
[2025-12-10T20:18:29.278354] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-10T20:18:29.278391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-10T20:18:29.297650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-10T20:18:29.298371] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-10T20:18:29.299989] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-10T20:18:29.300072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:29.300117] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:29.300154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:29.300255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:29.365260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:29.366448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:29.366618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:29.366658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:29.492973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:29.493215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:29.493271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:29.493310] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:29.497555] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-10T20:18:29.498070] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-10T20:18:29.498293] [INFO ] [sig       ] ATRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:29.658493] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATRA.txt
[2025-12-10T20:18:29.658726] [INFO ] [sig       ] [294/3612] Completed ATRA in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:29.658769] [INFO ] [sig       ] [295/3612] Forecasting ATRC...
[2025-12-10T20:18:29.658807] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-10T20:18:29.658840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-10T20:18:29.672329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-10T20:18:29.672887] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-10T20:18:29.673812] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-10T20:18:29.673865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:29.673899] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:29.673927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:29.673985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:29.736037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:29.737214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:29.737331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:29.737364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:29.881717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:29.882010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:29.882084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:29.882131] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:29.888903] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-10T20:18:29.889485] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-10T20:18:29.889700] [INFO ] [sig       ] ATRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:30.044796] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ATRC.txt
[2025-12-10T20:18:30.044983] [INFO ] [sig       ] [295/3612] Completed ATRC in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:30.045025] [INFO ] [sig       ] [296/3612] Forecasting ATRO...
[2025-12-10T20:18:30.045066] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-10T20:18:30.045099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-10T20:18:30.060537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-10T20:18:30.061069] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-10T20:18:30.062252] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-10T20:18:30.062305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:30.062373] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:30.062400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:30.062459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:30.125323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:30.126533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:30.126655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:30.126691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:30.258586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:30.258807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:30.258852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:30.258882] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:30.262846] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-12-10T20:18:30.263164] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-10T20:18:30.263306] [INFO ] [sig       ] ATRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:30.412403] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATRO.txt
[2025-12-10T20:18:30.412612] [INFO ] [sig       ] [296/3612] Completed ATRO in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:30.412656] [INFO ] [sig       ] [297/3612] Forecasting ATXS...
[2025-12-10T20:18:30.412686] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-10T20:18:30.412716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-10T20:18:30.425883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-10T20:18:30.426330] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-10T20:18:30.427317] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-10T20:18:30.427372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:30.427407] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:30.427433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:30.427491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:30.492030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:30.493197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:30.493296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:30.493331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:30.623406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:30.623654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:30.623699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:30.623729] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:30.627902] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2025-12-10T20:18:30.628221] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-10T20:18:30.628361] [INFO ] [sig       ] ATXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:30.774699] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ATXS.txt
[2025-12-10T20:18:30.774909] [INFO ] [sig       ] [297/3612] Completed ATXS in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:30.774951] [INFO ] [sig       ] [298/3612] Forecasting AUB...
[2025-12-10T20:18:30.774982] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-10T20:18:30.775013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-10T20:18:30.789672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-10T20:18:30.790237] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-10T20:18:30.791199] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-10T20:18:30.791253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:30.791289] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:30.791317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:30.791378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:30.853124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:30.854289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:30.854389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:30.854423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:30.986096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:30.986325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:30.986370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:30.986428] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:30.990734] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-12-10T20:18:30.991058] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-10T20:18:30.991207] [INFO ] [sig       ] AUB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:31.137252] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AUB.txt
[2025-12-10T20:18:31.137654] [INFO ] [sig       ] [298/3612] Completed AUB in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 19.5m
[2025-12-10T20:18:31.137707] [INFO ] [sig       ] [299/3612] Forecasting AUDC...
[2025-12-10T20:18:31.137739] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-10T20:18:31.137771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-10T20:18:31.151674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-10T20:18:31.152055] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-10T20:18:31.152958] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-10T20:18:31.153009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:31.153041] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:31.153067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:31.153124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:31.210194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:31.211092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:31.211179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:31.211211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:31.333683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:31.333841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:31.333879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:31.333942] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:31.337753] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-10T20:18:31.338032] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-10T20:18:31.338158] [INFO ] [sig       ] AUDC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:31.482455] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AUDC.txt
[2025-12-10T20:18:31.482614] [INFO ] [sig       ] [299/3612] Completed AUDC in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:31.482657] [INFO ] [sig       ] [300/3612] Forecasting AUID...
[2025-12-10T20:18:31.482686] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-10T20:18:31.482715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-10T20:18:31.495126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-10T20:18:31.495472] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-10T20:18:31.496344] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-10T20:18:31.496395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:31.496426] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:31.496451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:31.496507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:31.555185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:31.556100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:31.556181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:31.556231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:31.683247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:31.683402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:31.683442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:31.683471] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:31.687239] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-10T20:18:31.687634] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-10T20:18:31.691143] [INFO ] [sig       ] AUID: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:31.846975] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AUID.txt
[2025-12-10T20:18:31.847131] [INFO ] [sig       ] [300/3612] Completed AUID in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:31.847171] [INFO ] [sig       ] [301/3612] Forecasting AUPH...
[2025-12-10T20:18:31.847200] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-10T20:18:31.847229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-10T20:18:31.858514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-10T20:18:31.858824] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-10T20:18:31.859622] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-10T20:18:31.859673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:31.859704] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:31.859735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:31.859796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:31.919044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:31.919830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:31.919912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:31.919946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:32.037339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:32.037492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:32.037531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:32.037560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:32.040949] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-10T20:18:32.041218] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-10T20:18:32.041342] [INFO ] [sig       ] AUPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:32.177983] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AUPH.txt
[2025-12-10T20:18:32.178112] [INFO ] [sig       ] [301/3612] Completed AUPH in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:32.178150] [INFO ] [sig       ] [302/3612] Forecasting AURA...
[2025-12-10T20:18:32.178179] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-10T20:18:32.178208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-10T20:18:32.189172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-10T20:18:32.189446] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-10T20:18:32.190234] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-10T20:18:32.190284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:32.190315] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:32.190351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:32.190408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:32.246396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:32.247066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:32.247142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:32.247174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:32.370519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:32.370672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:32.370727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:32.370756] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:32.374270] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-12-10T20:18:32.374548] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-10T20:18:32.374694] [INFO ] [sig       ] AURA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:32.516917] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AURA.txt
[2025-12-10T20:18:32.517061] [INFO ] [sig       ] [302/3612] Completed AURA in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:32.517100] [INFO ] [sig       ] [303/3612] Forecasting AUTL...
[2025-12-10T20:18:32.517130] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-10T20:18:32.517158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-10T20:18:32.532347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-10T20:18:32.532892] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-10T20:18:32.533748] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-10T20:18:32.533799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:32.533831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:32.533857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:32.533911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:32.591604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:32.592635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:32.592723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:32.592754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:32.716163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:32.716308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:32.716351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:32.716586] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:32.720223] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-10T20:18:32.720502] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-10T20:18:32.720649] [INFO ] [sig       ] AUTL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:32.879559] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AUTL.txt
[2025-12-10T20:18:32.879788] [INFO ] [sig       ] [303/3612] Completed AUTL in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:32.879830] [INFO ] [sig       ] [304/3612] Forecasting AVA...
[2025-12-10T20:18:32.879859] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-10T20:18:32.879890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-10T20:18:32.894788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-10T20:18:32.895341] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-10T20:18:32.896258] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-10T20:18:32.896310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:32.896342] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:32.896368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:32.896660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:32.956141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:32.957329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:32.957443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:32.957477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:33.077434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:33.077684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:33.077762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:33.077791] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:33.082207] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-10T20:18:33.082789] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-10T20:18:33.082993] [INFO ] [sig       ] AVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:33.257392] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVA.txt
[2025-12-10T20:18:33.257620] [INFO ] [sig       ] [304/3612] Completed AVA in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:33.257664] [INFO ] [sig       ] [305/3612] Forecasting AVAH...
[2025-12-10T20:18:33.257694] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-10T20:18:33.257752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-10T20:18:33.271167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-10T20:18:33.271759] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-10T20:18:33.272701] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-10T20:18:33.272754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:33.272786] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:33.272814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:33.272872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:33.338088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:33.339643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:33.339754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:33.339789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:33.465492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:33.465736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:33.465780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:33.465807] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:33.469747] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-10T20:18:33.470077] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-10T20:18:33.470215] [INFO ] [sig       ] AVAH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:33.625873] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AVAH.txt
[2025-12-10T20:18:33.626097] [INFO ] [sig       ] [305/3612] Completed AVAH in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:33.626142] [INFO ] [sig       ] [306/3612] Forecasting AVAL...
[2025-12-10T20:18:33.626171] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-10T20:18:33.626868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-10T20:18:33.641812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-10T20:18:33.642420] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-10T20:18:33.643318] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-10T20:18:33.643369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:33.643400] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:33.643427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:33.643483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:33.703457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:33.704674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:33.704821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:33.704864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:33.834252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:33.834498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:33.834549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:33.834596] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:33.838864] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-10T20:18:33.839221] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-10T20:18:33.839625] [INFO ] [sig       ] AVAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:33.990369] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVAL.txt
[2025-12-10T20:18:33.990585] [INFO ] [sig       ] [306/3612] Completed AVAL in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:33.990629] [INFO ] [sig       ] [307/3612] Forecasting AVB...
[2025-12-10T20:18:33.990658] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-10T20:18:33.990692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-10T20:18:34.005743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-10T20:18:34.006217] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-10T20:18:34.007272] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-10T20:18:34.007336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:34.007371] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:34.007397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:34.007453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:34.065658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:34.066455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:34.066539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:34.066591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:34.190049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:34.190208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:34.190247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:34.190274] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:34.193751] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-10T20:18:34.194046] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-10T20:18:34.194185] [INFO ] [sig       ] AVB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:34.335444] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVB.txt
[2025-12-10T20:18:34.335607] [INFO ] [sig       ] [307/3612] Completed AVB in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:34.335649] [INFO ] [sig       ] [308/3612] Forecasting AVBP...
[2025-12-10T20:18:34.335678] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-10T20:18:34.335708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-10T20:18:34.349012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-10T20:18:34.349324] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-10T20:18:34.350105] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-10T20:18:34.350156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:34.350186] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:34.350212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:34.350267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:34.411421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:34.412244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:34.412337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:34.412371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:34.535361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:34.535513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:34.535551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:34.535600] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:34.539216] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-10T20:18:34.539705] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-10T20:18:34.539832] [INFO ] [sig       ] AVBP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:34.687212] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVBP.txt
[2025-12-10T20:18:34.687364] [INFO ] [sig       ] [308/3612] Completed AVBP in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:34.687402] [INFO ] [sig       ] [309/3612] Forecasting AVD...
[2025-12-10T20:18:34.687431] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-10T20:18:34.687460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-10T20:18:34.701101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-10T20:18:34.701454] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-10T20:18:34.702383] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-10T20:18:34.702437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:34.702481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:34.702522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:34.702610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:34.761711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:34.762536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:34.762642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:34.762675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:34.888375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:34.888555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:34.888632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:34.888677] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:34.892327] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-10T20:18:34.892628] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-10T20:18:34.892762] [INFO ] [sig       ] AVD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:35.043892] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AVD.txt
[2025-12-10T20:18:35.044136] [INFO ] [sig       ] [309/3612] Completed AVD in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:35.044198] [INFO ] [sig       ] [310/3612] Forecasting AVDL...
[2025-12-10T20:18:35.044238] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-10T20:18:35.044281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-10T20:18:35.056716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-10T20:18:35.057052] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-10T20:18:35.057928] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-10T20:18:35.057980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:35.058013] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:35.058039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:35.058095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:35.116556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:35.117347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:35.117432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:35.117665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:35.247627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:35.247850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:35.247907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:35.247938] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:35.251648] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-10T20:18:35.251937] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-10T20:18:35.252068] [INFO ] [sig       ] AVDL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:35.396140] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVDL.txt
[2025-12-10T20:18:35.396315] [INFO ] [sig       ] [310/3612] Completed AVDL in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:35.396354] [INFO ] [sig       ] [311/3612] Forecasting AVGO...
[2025-12-10T20:18:35.396382] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-10T20:18:35.396413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-10T20:18:35.409780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-10T20:18:35.410153] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-10T20:18:35.411001] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-10T20:18:35.411056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:35.411089] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:35.411117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:35.411173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:35.472233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:35.473225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:35.473336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:35.473386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:35.599225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:35.599399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:35.599440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:35.599467] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:35.603343] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-10T20:18:35.603837] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-10T20:18:35.603965] [INFO ] [sig       ] AVGO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:35.745702] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVGO.txt
[2025-12-10T20:18:35.745811] [INFO ] [sig       ] [311/3612] Completed AVGO in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:35.745848] [INFO ] [sig       ] [312/3612] Forecasting AVGX...
[2025-12-10T20:18:35.745876] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-10T20:18:35.745905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-10T20:18:35.757393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-10T20:18:35.757900] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-10T20:18:35.758880] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-10T20:18:35.758929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:35.758960] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:35.758985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:35.759040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:35.819020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:35.819839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:35.819917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:35.819948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:35.943811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:35.943929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:35.943965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:35.943991] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:35.947772] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-10T20:18:35.948044] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-10T20:18:35.948168] [INFO ] [sig       ] AVGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:36.096312] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AVGX.txt
[2025-12-10T20:18:36.096622] [INFO ] [sig       ] [312/3612] Completed AVGX in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:36.096661] [INFO ] [sig       ] [313/3612] Forecasting AVK...
[2025-12-10T20:18:36.096689] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-10T20:18:36.096718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-10T20:18:36.110228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-10T20:18:36.110549] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-10T20:18:36.111377] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-10T20:18:36.111428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:36.111492] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:36.111519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:36.111589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:36.173132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:36.174023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:36.174112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:36.174144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:36.295207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:36.295372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:36.295412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:36.295440] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:36.299509] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=23.12%)
[2025-12-10T20:18:36.299808] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-10T20:18:36.299933] [INFO ] [sig       ] AVK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:36.451834] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVK.txt
[2025-12-10T20:18:36.451996] [INFO ] [sig       ] [313/3612] Completed AVK in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:36.452039] [INFO ] [sig       ] [314/3612] Forecasting AVNS...
[2025-12-10T20:18:36.452078] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-10T20:18:36.452111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-10T20:18:36.465123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-10T20:18:36.465476] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-10T20:18:36.466286] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-10T20:18:36.466336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:36.466366] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:36.466392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:36.466447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:36.529301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:36.530384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:36.530466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:36.530498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:36.656787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:36.656938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:36.656979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:36.657007] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:36.664758] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-10T20:18:36.665064] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-10T20:18:36.665194] [INFO ] [sig       ] AVNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:36.823415] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVNS.txt
[2025-12-10T20:18:36.823561] [INFO ] [sig       ] [314/3612] Completed AVNS in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 19.4m
[2025-12-10T20:18:36.823619] [INFO ] [sig       ] [315/3612] Forecasting AVO...
[2025-12-10T20:18:36.823647] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-10T20:18:36.823687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-10T20:18:36.836785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-10T20:18:36.837323] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-10T20:18:36.838200] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-10T20:18:36.838264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:36.838298] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:36.838325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:36.838381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:36.898487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:36.899458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:36.899567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:36.899630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:37.024947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:37.025106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:37.025146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:37.025174] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:37.029026] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-10T20:18:37.029442] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-10T20:18:37.029611] [INFO ] [sig       ] AVO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:37.179719] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVO.txt
[2025-12-10T20:18:37.179874] [INFO ] [sig       ] [315/3612] Completed AVO in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.4m
[2025-12-10T20:18:37.179913] [INFO ] [sig       ] [316/3612] Forecasting AVTX...
[2025-12-10T20:18:37.179941] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-10T20:18:37.179972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-10T20:18:37.192984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-10T20:18:37.193403] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-10T20:18:37.194205] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-10T20:18:37.194260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:37.194291] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:37.194317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:37.194372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:37.254216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:37.255299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:37.255591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:37.255627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:37.389200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:37.389352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:37.389390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:37.389452] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:37.393221] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-10T20:18:37.393509] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-10T20:18:37.393655] [INFO ] [sig       ] AVTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:37.543119] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AVTX.txt
[2025-12-10T20:18:37.543274] [INFO ] [sig       ] [316/3612] Completed AVTX in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.4m
[2025-12-10T20:18:37.543314] [INFO ] [sig       ] [317/3612] Forecasting AVXL...
[2025-12-10T20:18:37.543342] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-10T20:18:37.543373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-10T20:18:37.555787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-10T20:18:37.556138] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-10T20:18:37.556927] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-10T20:18:37.556977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:37.557008] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:37.557033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:37.557088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:37.618365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:37.619235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:37.619321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:37.619353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:37.748960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:37.749106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:37.749145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:37.749174] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:37.752595] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-10T20:18:37.752908] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-10T20:18:37.753063] [INFO ] [sig       ] AVXL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:37.916856] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AVXL.txt
[2025-12-10T20:18:37.917018] [INFO ] [sig       ] [317/3612] Completed AVXL in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.4m
[2025-12-10T20:18:37.917057] [INFO ] [sig       ] [318/3612] Forecasting AVY...
[2025-12-10T20:18:37.917086] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-10T20:18:37.917117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-10T20:18:37.930600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-10T20:18:37.930956] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-10T20:18:37.931775] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-10T20:18:37.931826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:37.931856] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:37.931882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:37.931938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:37.989775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:37.990483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:37.990568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:37.990616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:38.110109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:38.110253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:38.110291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:38.110319] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:38.114066] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-10T20:18:38.114334] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-10T20:18:38.114458] [INFO ] [sig       ] AVY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:38.259326] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AVY.txt
[2025-12-10T20:18:38.259458] [INFO ] [sig       ] [318/3612] Completed AVY in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.4m
[2025-12-10T20:18:38.259502] [INFO ] [sig       ] [319/3612] Forecasting AWF...
[2025-12-10T20:18:38.259531] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-10T20:18:38.259562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-10T20:18:38.271186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-10T20:18:38.271683] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-10T20:18:38.272695] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-10T20:18:38.272746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:38.272778] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:38.272805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:38.272861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:38.333863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:38.334711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:38.334813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:38.334860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:38.463088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:38.463253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:38.463302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:38.463330] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:38.467103] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-10T20:18:38.467382] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-10T20:18:38.471064] [INFO ] [sig       ] AWF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:38.619487] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AWF.txt
[2025-12-10T20:18:38.619651] [INFO ] [sig       ] [319/3612] Completed AWF in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:38.619691] [INFO ] [sig       ] [320/3612] Forecasting AWI...
[2025-12-10T20:18:38.619719] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-10T20:18:38.619749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-10T20:18:38.631208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-10T20:18:38.631499] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-10T20:18:38.632295] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-10T20:18:38.632348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:38.632379] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:38.632405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:38.632459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:38.694013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:38.694955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:38.695053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:38.695089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:38.829917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:38.830059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:38.830098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:38.830124] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:38.833528] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-10T20:18:38.833821] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-10T20:18:38.833964] [INFO ] [sig       ] AWI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:38.977004] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AWI.txt
[2025-12-10T20:18:38.977150] [INFO ] [sig       ] [320/3612] Completed AWI in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:38.977189] [INFO ] [sig       ] [321/3612] Forecasting AWK...
[2025-12-10T20:18:38.977217] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-10T20:18:38.977253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-10T20:18:38.992992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-10T20:18:38.993462] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-10T20:18:38.994754] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-10T20:18:38.994819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:38.994866] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:38.994909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:38.994992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:39.062478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:39.063354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:39.063437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:39.063469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:39.189813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:39.189979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:39.190019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:39.190048] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:39.193777] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-10T20:18:39.194094] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-10T20:18:39.194227] [INFO ] [sig       ] AWK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:39.341893] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AWK.txt
[2025-12-10T20:18:39.342027] [INFO ] [sig       ] [321/3612] Completed AWK in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:39.342066] [INFO ] [sig       ] [322/3612] Forecasting AWP...
[2025-12-10T20:18:39.342094] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-10T20:18:39.342124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-10T20:18:39.354274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-10T20:18:39.354757] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-10T20:18:39.355547] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-10T20:18:39.355613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:39.355648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:39.355673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:39.355728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:39.414980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:39.415687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:39.415765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:39.415805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:39.536414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:39.536586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:39.536642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:39.536671] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:39.540085] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=44.67%)
[2025-12-10T20:18:39.540359] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-10T20:18:39.540486] [INFO ] [sig       ] AWP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:39.689199] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AWP.txt
[2025-12-10T20:18:39.689343] [INFO ] [sig       ] [322/3612] Completed AWP in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:39.689383] [INFO ] [sig       ] [323/3612] Forecasting AWRE...
[2025-12-10T20:18:39.689411] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-10T20:18:39.689441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-10T20:18:39.700946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-10T20:18:39.701265] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-10T20:18:39.702106] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-10T20:18:39.702157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:39.702188] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:39.702214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:39.702269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:39.759926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:39.760774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:39.760885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:39.760917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:39.870411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:39.870550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:39.870606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:39.870635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:39.874111] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-10T20:18:39.874394] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-10T20:18:39.874711] [INFO ] [sig       ] AWRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:40.016112] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AWRE.txt
[2025-12-10T20:18:40.016243] [INFO ] [sig       ] [323/3612] Completed AWRE in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:40.016280] [INFO ] [sig       ] [324/3612] Forecasting AXGN...
[2025-12-10T20:18:40.016309] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-10T20:18:40.016339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-10T20:18:40.029059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-10T20:18:40.029470] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-10T20:18:40.030499] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-10T20:18:40.030551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:40.030600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:40.030629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:40.030685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:40.098160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:40.099140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:40.099245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:40.099278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:40.234199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:40.234350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:40.234390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:40.234419] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:40.238446] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-10T20:18:40.238928] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-10T20:18:40.239059] [INFO ] [sig       ] AXGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:40.399562] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AXGN.txt
[2025-12-10T20:18:40.399732] [INFO ] [sig       ] [324/3612] Completed AXGN in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:40.399770] [INFO ] [sig       ] [325/3612] Forecasting AXL...
[2025-12-10T20:18:40.399798] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-10T20:18:40.399828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-10T20:18:40.414731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-10T20:18:40.415185] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-10T20:18:40.416123] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-10T20:18:40.416179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:40.416216] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:40.416247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:40.416318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:40.479220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:40.480309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:40.480394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:40.480426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:40.606706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:40.606863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:40.606901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:40.606929] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:40.610297] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-10T20:18:40.610597] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-10T20:18:40.610726] [INFO ] [sig       ] AXL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:40.753605] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AXL.txt
[2025-12-10T20:18:40.753770] [INFO ] [sig       ] [325/3612] Completed AXL in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:40.753809] [INFO ] [sig       ] [326/3612] Forecasting AXON...
[2025-12-10T20:18:40.753838] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-10T20:18:40.753867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-10T20:18:40.765857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-10T20:18:40.766156] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-10T20:18:40.766941] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-10T20:18:40.766991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:40.767032] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:40.767058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:40.767112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:40.824732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:40.825499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:40.825596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:40.825630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:40.948328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:40.948493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:40.948532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:40.948560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:40.951991] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-10T20:18:40.952291] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-10T20:18:40.952425] [INFO ] [sig       ] AXON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:41.093396] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AXON.txt
[2025-12-10T20:18:41.093607] [INFO ] [sig       ] [326/3612] Completed AXON in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:41.093649] [INFO ] [sig       ] [327/3612] Forecasting AXP...
[2025-12-10T20:18:41.093679] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-10T20:18:41.093709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-10T20:18:41.105169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-10T20:18:41.105488] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-10T20:18:41.106299] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-10T20:18:41.106352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:41.106385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:41.106412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:41.106469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:41.164284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:41.164927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:41.165010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:41.165042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:41.291102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:41.291250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:41.291288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:41.291316] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:41.294635] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-10T20:18:41.294914] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-10T20:18:41.295040] [INFO ] [sig       ] AXP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:41.437224] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AXP.txt
[2025-12-10T20:18:41.437335] [INFO ] [sig       ] [327/3612] Completed AXP in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:41.437374] [INFO ] [sig       ] [328/3612] Forecasting AXS...
[2025-12-10T20:18:41.437403] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-10T20:18:41.437433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-10T20:18:41.449638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-10T20:18:41.449915] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-10T20:18:41.450700] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-10T20:18:41.450750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:41.450779] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:41.450805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:41.450860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:41.510778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:41.511405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:41.511483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:41.511513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:41.632158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:41.632280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:41.632316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:41.632343] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:41.636225] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-10T20:18:41.636527] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-10T20:18:41.636670] [INFO ] [sig       ] AXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:41.781342] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AXS.txt
[2025-12-10T20:18:41.781470] [INFO ] [sig       ] [328/3612] Completed AXS in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:41.781508] [INFO ] [sig       ] [329/3612] Forecasting AXSM...
[2025-12-10T20:18:41.781535] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-10T20:18:41.781564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-10T20:18:41.794876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-10T20:18:41.795156] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-10T20:18:41.796134] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-10T20:18:41.796183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:41.796214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:41.796239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:41.796293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:41.853655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:41.854272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:41.854347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:41.854378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:41.973241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:41.973384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:41.973422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:41.973450] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:41.976926] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-10T20:18:41.977197] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-10T20:18:41.977318] [INFO ] [sig       ] AXSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:42.132804] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AXSM.txt
[2025-12-10T20:18:42.132959] [INFO ] [sig       ] [329/3612] Completed AXSM in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:42.132997] [INFO ] [sig       ] [330/3612] Forecasting AXTA...
[2025-12-10T20:18:42.133025] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-10T20:18:42.133062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-10T20:18:42.144485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-10T20:18:42.144875] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-10T20:18:42.145682] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-10T20:18:42.145738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:42.145808] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:42.145844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:42.145902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:42.205260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:42.206154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:42.206236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:42.206269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:42.338698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:42.338867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:42.338906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:42.338933] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:42.342505] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-10T20:18:42.342986] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-10T20:18:42.343120] [INFO ] [sig       ] AXTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:42.486502] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AXTA.txt
[2025-12-10T20:18:42.486812] [INFO ] [sig       ] [330/3612] Completed AXTA in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:42.486850] [INFO ] [sig       ] [331/3612] Forecasting AXTI...
[2025-12-10T20:18:42.486878] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-10T20:18:42.486906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-10T20:18:42.498454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-10T20:18:42.498938] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-10T20:18:42.499905] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-10T20:18:42.499955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:42.499986] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:42.500010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:42.500065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:42.558762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:42.559375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:42.559452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:42.559482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:42.683751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:42.683907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:42.683946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:42.683974] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:42.687735] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-10T20:18:42.688027] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-10T20:18:42.688164] [INFO ] [sig       ] AXTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:42.835281] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AXTI.txt
[2025-12-10T20:18:42.835412] [INFO ] [sig       ] [331/3612] Completed AXTI in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 19.3m
[2025-12-10T20:18:42.835449] [INFO ] [sig       ] [332/3612] Forecasting AYI...
[2025-12-10T20:18:42.835477] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-10T20:18:42.835507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-10T20:18:42.846867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-10T20:18:42.847158] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-10T20:18:42.847972] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-10T20:18:42.848022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:42.848054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:42.848080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:42.848135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:42.908335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:42.909010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:42.909086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:42.909119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:43.037297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:43.037448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:43.037493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:43.037522] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:43.040930] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-12-10T20:18:43.041214] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-10T20:18:43.041339] [INFO ] [sig       ] AYI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:43.191940] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AYI.txt
[2025-12-10T20:18:43.192064] [INFO ] [sig       ] [332/3612] Completed AYI in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:43.192103] [INFO ] [sig       ] [333/3612] Forecasting AZ...
[2025-12-10T20:18:43.192131] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-10T20:18:43.192159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-10T20:18:43.204615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-10T20:18:43.205053] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-10T20:18:43.205940] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-10T20:18:43.205994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:43.206026] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:43.206059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:43.206126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:43.267684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:43.268651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:43.268741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:43.268775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:43.395103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:43.395260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:43.395299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:43.395365] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:43.399044] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2025-12-10T20:18:43.399351] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-10T20:18:43.399489] [INFO ] [sig       ] AZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:43.547184] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AZ.txt
[2025-12-10T20:18:43.547341] [INFO ] [sig       ] [333/3612] Completed AZ in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:43.547380] [INFO ] [sig       ] [334/3612] Forecasting AZN...
[2025-12-10T20:18:43.547407] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-10T20:18:43.547438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-10T20:18:43.559241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-10T20:18:43.559606] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-10T20:18:43.560464] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-10T20:18:43.560518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:43.560551] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:43.560601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:43.560665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:43.620031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:43.620940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:43.621023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:43.621055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:43.751403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:43.751555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:43.751611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:43.751811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:43.755149] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-12-10T20:18:43.755443] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-10T20:18:43.755593] [INFO ] [sig       ] AZN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:43.900133] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/AZN.txt
[2025-12-10T20:18:43.900308] [INFO ] [sig       ] [334/3612] Completed AZN in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:43.900350] [INFO ] [sig       ] [335/3612] Forecasting AZO...
[2025-12-10T20:18:43.900379] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-10T20:18:43.900410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-10T20:18:43.915675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-10T20:18:43.916102] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-10T20:18:43.917237] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-10T20:18:43.917302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:43.917351] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:43.917391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:43.917470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:43.983514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:43.984473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:43.984570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:43.984632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:44.105536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:44.105698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:44.105737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:44.105766] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:44.109291] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-10T20:18:44.109657] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-10T20:18:44.109796] [INFO ] [sig       ] AZO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:44.265370] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AZO.txt
[2025-12-10T20:18:44.265543] [INFO ] [sig       ] [335/3612] Completed AZO in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:44.265601] [INFO ] [sig       ] [336/3612] Forecasting AZTA...
[2025-12-10T20:18:44.265632] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-10T20:18:44.265663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-10T20:18:44.276905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-10T20:18:44.277182] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-10T20:18:44.278004] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-10T20:18:44.278055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:44.278085] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:44.278109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:44.278164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:44.335607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:44.336475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:44.336552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:44.336602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:44.460196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:44.460348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:44.460387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:44.460414] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:44.464158] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-10T20:18:44.464451] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-10T20:18:44.464597] [INFO ] [sig       ] AZTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:44.607965] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AZTA.txt
[2025-12-10T20:18:44.608108] [INFO ] [sig       ] [336/3612] Completed AZTA in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:44.608147] [INFO ] [sig       ] [337/3612] Forecasting AZZ...
[2025-12-10T20:18:44.608176] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-10T20:18:44.608205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-10T20:18:44.620620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-10T20:18:44.620907] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-10T20:18:44.621748] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-10T20:18:44.621799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:44.621831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:44.621858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:44.621917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:44.682167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:44.682824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:44.682903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:44.682935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:44.803176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:44.803311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:44.803350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:44.803378] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:44.807231] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-10T20:18:44.807510] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-10T20:18:44.807937] [INFO ] [sig       ] AZZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:44.952869] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/AZZ.txt
[2025-12-10T20:18:44.953010] [INFO ] [sig       ] [337/3612] Completed AZZ in 0.3s | 2.84 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:44.953048] [INFO ] [sig       ] [338/3612] Forecasting BA...
[2025-12-10T20:18:44.953078] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-10T20:18:44.953106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-10T20:18:44.965264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-10T20:18:44.965531] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-10T20:18:44.966308] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-10T20:18:44.966358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:44.966388] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:44.966413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:44.966472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:45.023924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:45.024557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:45.024831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:45.024864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:45.154960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:45.155123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:45.155162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:45.155190] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:45.159117] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-10T20:18:45.159493] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-10T20:18:45.159669] [INFO ] [sig       ] BA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:45.327336] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BA.txt
[2025-12-10T20:18:45.327510] [INFO ] [sig       ] [338/3612] Completed BA in 0.4s | 2.84 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:45.327552] [INFO ] [sig       ] [339/3612] Forecasting BABA...
[2025-12-10T20:18:45.327602] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-10T20:18:45.327634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-10T20:18:45.344530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-10T20:18:45.345063] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-10T20:18:45.346157] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-10T20:18:45.346222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:45.346281] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:45.346320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:45.346404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:45.432323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:45.433533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:45.433668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:45.433720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:45.607847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:45.608079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:45.608133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:45.608170] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:45.613742] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-10T20:18:45.614288] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-10T20:18:45.614502] [INFO ] [sig       ] BABA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:45.841156] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BABA.txt
[2025-12-10T20:18:45.841407] [INFO ] [sig       ] [339/3612] Completed BABA in 0.5s | 2.83 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:45.841469] [INFO ] [sig       ] [340/3612] Forecasting BABX...
[2025-12-10T20:18:45.841512] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-10T20:18:45.841555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-10T20:18:45.862741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-10T20:18:45.863273] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-10T20:18:45.864554] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-10T20:18:45.864649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:45.864699] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:45.864742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:45.864833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:45.945926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:45.947166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:45.947328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:45.947367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:46.097651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:46.097886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:46.097933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:46.097962] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:46.102818] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-12-10T20:18:46.103260] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-10T20:18:46.103432] [INFO ] [sig       ] BABX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:46.255488] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BABX.txt
[2025-12-10T20:18:46.255707] [INFO ] [sig       ] [340/3612] Completed BABX in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:46.255753] [INFO ] [sig       ] [341/3612] Forecasting BAC...
[2025-12-10T20:18:46.255785] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-10T20:18:46.255815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-10T20:18:46.268728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-10T20:18:46.269127] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-10T20:18:46.269983] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-10T20:18:46.270036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:46.270068] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:46.270094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:46.270151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:46.330108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:46.331123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:46.331222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:46.331258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:46.460402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:46.460557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:46.460617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:46.460646] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:46.464250] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-10T20:18:46.464570] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-10T20:18:46.464730] [INFO ] [sig       ] BAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:46.609042] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BAC.txt
[2025-12-10T20:18:46.609200] [INFO ] [sig       ] [341/3612] Completed BAC in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:46.609239] [INFO ] [sig       ] [342/3612] Forecasting BAH...
[2025-12-10T20:18:46.609269] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-10T20:18:46.609300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-10T20:18:46.621161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-10T20:18:46.621555] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-10T20:18:46.622643] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-10T20:18:46.622696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:46.622914] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:46.622941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:46.623003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:46.687282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:46.688303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:46.688395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:46.688427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:46.817934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:46.818084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:46.818123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:46.818152] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:46.821918] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-10T20:18:46.822204] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-10T20:18:46.822330] [INFO ] [sig       ] BAH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:46.966060] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BAH.txt
[2025-12-10T20:18:46.966181] [INFO ] [sig       ] [342/3612] Completed BAH in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 19.3m
[2025-12-10T20:18:46.966225] [INFO ] [sig       ] [343/3612] Forecasting BAK...
[2025-12-10T20:18:46.966254] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-10T20:18:46.966282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-10T20:18:46.977777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-10T20:18:46.978047] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-10T20:18:46.978839] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-10T20:18:46.978890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:46.978922] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:46.978949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:46.979004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:47.037657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:47.038283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:47.038360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:47.038391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:47.161001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:47.161141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:47.161178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:47.161206] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:47.164854] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-10T20:18:47.165135] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-10T20:18:47.165258] [INFO ] [sig       ] BAK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:47.307114] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BAK.txt
[2025-12-10T20:18:47.307251] [INFO ] [sig       ] [343/3612] Completed BAK in 0.3s | 2.83 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:47.307290] [INFO ] [sig       ] [344/3612] Forecasting BALL...
[2025-12-10T20:18:47.307318] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-10T20:18:47.307348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-10T20:18:47.319402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-10T20:18:47.319784] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-10T20:18:47.320618] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-10T20:18:47.320669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:47.320701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:47.320728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:47.320784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:47.380974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:47.381810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:47.381893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:47.381926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:47.503965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:47.504136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:47.504178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:47.504206] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:47.508455] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-10T20:18:47.508819] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-10T20:18:47.508980] [INFO ] [sig       ] BALL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:47.667850] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BALL.txt
[2025-12-10T20:18:47.667985] [INFO ] [sig       ] [344/3612] Completed BALL in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:47.668024] [INFO ] [sig       ] [345/3612] Forecasting BAM...
[2025-12-10T20:18:47.668051] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-10T20:18:47.668081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-10T20:18:47.679995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-10T20:18:47.680260] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-10T20:18:47.681060] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-10T20:18:47.681110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:47.681141] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:47.681167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:47.681222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:47.737812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:47.738443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:47.738521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:47.738556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:47.858100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:47.858225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:47.858262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:47.858289] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:47.861631] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=55.08%)
[2025-12-10T20:18:47.861906] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-10T20:18:47.862030] [INFO ] [sig       ] BAM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:48.001273] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BAM.txt
[2025-12-10T20:18:48.001397] [INFO ] [sig       ] [345/3612] Completed BAM in 0.3s | 2.83 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:48.001434] [INFO ] [sig       ] [346/3612] Forecasting BANC...
[2025-12-10T20:18:48.001463] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-10T20:18:48.001491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-10T20:18:48.012772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-10T20:18:48.013030] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-10T20:18:48.013815] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-10T20:18:48.013864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:48.013896] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:48.013921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:48.013977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:48.070515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:48.071135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:48.071211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:48.071241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:48.189653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:48.189794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:48.190026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:48.190071] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:48.193969] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-10T20:18:48.194241] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-10T20:18:48.194363] [INFO ] [sig       ] BANC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:48.334867] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BANC.txt
[2025-12-10T20:18:48.334979] [INFO ] [sig       ] [346/3612] Completed BANC in 0.3s | 2.83 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:48.335016] [INFO ] [sig       ] [347/3612] Forecasting BAND...
[2025-12-10T20:18:48.335045] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-10T20:18:48.335073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-10T20:18:48.346777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-10T20:18:48.347030] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-10T20:18:48.347838] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-10T20:18:48.347888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:48.347943] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:48.347971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:48.348027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:48.405327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:48.405974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:48.406049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:48.406081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:48.529062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:48.529190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:48.529227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:48.529254] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:48.532514] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-10T20:18:48.532818] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-10T20:18:48.532943] [INFO ] [sig       ] BAND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:48.674951] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BAND.txt
[2025-12-10T20:18:48.675104] [INFO ] [sig       ] [347/3612] Completed BAND in 0.3s | 2.83 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:48.675143] [INFO ] [sig       ] [348/3612] Forecasting BANF...
[2025-12-10T20:18:48.675171] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-10T20:18:48.675200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-10T20:18:48.687095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-10T20:18:48.687445] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-10T20:18:48.688292] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-10T20:18:48.688344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:48.688374] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:48.688399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:48.688454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:48.746330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:48.747017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:48.747112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:48.747145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:48.872208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:48.872350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:48.872388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:48.872416] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:48.875958] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-10T20:18:48.876235] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-10T20:18:48.876357] [INFO ] [sig       ] BANF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:49.016469] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BANF.txt
[2025-12-10T20:18:49.016631] [INFO ] [sig       ] [348/3612] Completed BANF in 0.3s | 2.83 sym/s | Total: 2.0m | ETA: 19.2m
[2025-12-10T20:18:49.016673] [INFO ] [sig       ] [349/3612] Forecasting BANX...
[2025-12-10T20:18:49.016703] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-10T20:18:49.016733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-10T20:18:49.028243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-10T20:18:49.028596] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-10T20:18:49.029367] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-10T20:18:49.029418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:49.029450] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:49.029476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:49.029532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:49.086418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:49.087075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:49.087153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:49.087184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:49.200784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:49.200945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:49.200985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:49.201012] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:49.204449] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-10T20:18:49.204774] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-10T20:18:49.204909] [INFO ] [sig       ] BANX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:49.347207] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BANX.txt
[2025-12-10T20:18:49.347361] [INFO ] [sig       ] [349/3612] Completed BANX in 0.3s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:49.347399] [INFO ] [sig       ] [350/3612] Forecasting BAP...
[2025-12-10T20:18:49.347429] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-10T20:18:49.347458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-10T20:18:49.359828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-10T20:18:49.360158] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-10T20:18:49.360979] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-10T20:18:49.361032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:49.361064] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:49.361102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:49.361160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:49.420717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:49.421510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:49.421609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:49.421644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:49.544935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:49.545081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:49.545121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:49.545181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:49.549035] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-10T20:18:49.549317] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-10T20:18:49.549445] [INFO ] [sig       ] BAP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:49.700026] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BAP.txt
[2025-12-10T20:18:49.700182] [INFO ] [sig       ] [350/3612] Completed BAP in 0.4s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:49.700221] [INFO ] [sig       ] [351/3612] Forecasting BATRA...
[2025-12-10T20:18:49.700249] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-10T20:18:49.700278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-10T20:18:49.711666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-10T20:18:49.711986] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-10T20:18:49.712770] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-10T20:18:49.712820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:49.712851] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:49.712876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:49.712931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:49.770527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:49.771361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:49.771440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:49.771471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:49.888491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:49.888635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:49.888673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:49.888700] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:49.892528] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=18.47%)
[2025-12-10T20:18:49.892829] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-10T20:18:49.892953] [INFO ] [sig       ] BATRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:50.033619] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BATRA.txt
[2025-12-10T20:18:50.033762] [INFO ] [sig       ] [351/3612] Completed BATRA in 0.3s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:50.033801] [INFO ] [sig       ] [352/3612] Forecasting BATRK...
[2025-12-10T20:18:50.033831] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-10T20:18:50.033860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-10T20:18:50.045978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-10T20:18:50.046314] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-10T20:18:50.047149] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-10T20:18:50.047201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:50.047234] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:50.047260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:50.047315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:50.107467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:50.108377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:50.108460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:50.108492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:50.231142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:50.231287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:50.231324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:50.231352] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:50.234684] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-10T20:18:50.234952] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-10T20:18:50.235075] [INFO ] [sig       ] BATRK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:50.378233] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BATRK.txt
[2025-12-10T20:18:50.378395] [INFO ] [sig       ] [352/3612] Completed BATRK in 0.3s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:50.378434] [INFO ] [sig       ] [353/3612] Forecasting BAX...
[2025-12-10T20:18:50.378463] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-10T20:18:50.378493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-10T20:18:50.391997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-10T20:18:50.392451] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-10T20:18:50.393405] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-10T20:18:50.393460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:50.393491] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:50.393516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:50.393593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:50.454522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:50.455587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:50.455670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:50.455704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:50.581639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:50.581791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:50.581830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:50.581858] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:50.585713] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-10T20:18:50.585995] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-10T20:18:50.586139] [INFO ] [sig       ] BAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:50.733304] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BAX.txt
[2025-12-10T20:18:50.733497] [INFO ] [sig       ] [353/3612] Completed BAX in 0.4s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:50.733542] [INFO ] [sig       ] [354/3612] Forecasting BB...
[2025-12-10T20:18:50.733605] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-10T20:18:50.733638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-10T20:18:50.745612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-10T20:18:50.746044] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-10T20:18:50.746963] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-10T20:18:50.747019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:50.747050] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:50.747078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:50.747134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:50.804468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:50.805313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:50.805396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:50.805427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:50.926626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:50.926777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:50.926815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:50.926843] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:50.930469] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-10T20:18:50.930809] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-10T20:18:50.930953] [INFO ] [sig       ] BB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:51.084649] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BB.txt
[2025-12-10T20:18:51.084807] [INFO ] [sig       ] [354/3612] Completed BB in 0.4s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:51.084847] [INFO ] [sig       ] [355/3612] Forecasting BBAI...
[2025-12-10T20:18:51.084876] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-10T20:18:51.084904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-10T20:18:51.096549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-10T20:18:51.096967] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-10T20:18:51.097805] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-10T20:18:51.097856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:51.097886] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:51.097912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:51.097971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:51.157026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:51.157946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:51.158034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:51.158066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:51.277964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:51.278114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:51.278153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:51.278181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:51.281509] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-10T20:18:51.281810] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-10T20:18:51.281953] [INFO ] [sig       ] BBAI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:51.430560] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBAI.txt
[2025-12-10T20:18:51.430719] [INFO ] [sig       ] [355/3612] Completed BBAI in 0.3s | 2.83 sym/s | Total: 2.1m | ETA: 19.2m
[2025-12-10T20:18:51.430760] [INFO ] [sig       ] [356/3612] Forecasting BBCP...
[2025-12-10T20:18:51.430790] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-10T20:18:51.430820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-10T20:18:51.441956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-10T20:18:51.442216] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-10T20:18:51.442995] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-10T20:18:51.443045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:51.443076] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:51.443102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:51.443157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:51.499498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:51.500139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:51.500214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:51.500246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:51.619679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:51.619814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:51.619857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:51.619883] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:51.623157] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-10T20:18:51.623429] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-10T20:18:51.623550] [INFO ] [sig       ] BBCP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:51.761999] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BBCP.txt
[2025-12-10T20:18:51.762133] [INFO ] [sig       ] [356/3612] Completed BBCP in 0.3s | 2.83 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:51.762171] [INFO ] [sig       ] [357/3612] Forecasting BBD...
[2025-12-10T20:18:51.762199] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-10T20:18:51.762229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-10T20:18:51.773651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-10T20:18:51.774008] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-10T20:18:51.774801] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-10T20:18:51.774851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:51.774882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:51.774908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:51.774963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:51.831214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:51.832095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:51.832224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:51.832257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:51.952382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:51.952522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:51.952560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:51.952625] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:51.955911] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-10T20:18:51.956188] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-10T20:18:51.956312] [INFO ] [sig       ] BBD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:52.098690] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BBD.txt
[2025-12-10T20:18:52.098835] [INFO ] [sig       ] [357/3612] Completed BBD in 0.3s | 2.83 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:52.099067] [INFO ] [sig       ] [358/3612] Forecasting BBDO...
[2025-12-10T20:18:52.099095] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-10T20:18:52.099123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-10T20:18:52.110353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-10T20:18:52.110718] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-10T20:18:52.111495] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-10T20:18:52.111544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:52.111596] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:52.111628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:52.111683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:52.168662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:52.169399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:52.169478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:52.169510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:52.290718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:52.291064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:52.291101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:52.291127] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:52.294680] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-10T20:18:52.294965] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-10T20:18:52.295091] [INFO ] [sig       ] BBDO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:52.437649] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BBDO.txt
[2025-12-10T20:18:52.437815] [INFO ] [sig       ] [358/3612] Completed BBDO in 0.3s | 2.84 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:52.437856] [INFO ] [sig       ] [359/3612] Forecasting BBH...
[2025-12-10T20:18:52.437885] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-10T20:18:52.437913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-10T20:18:52.449064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-10T20:18:52.449439] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-10T20:18:52.450226] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-10T20:18:52.450276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:52.450307] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:52.450332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:52.450387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:52.508187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:52.509023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:52.509106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:52.509138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:52.614657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:52.614992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:52.615030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:52.615056] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:52.618594] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-12-10T20:18:52.618901] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-10T20:18:52.619024] [INFO ] [sig       ] BBH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:52.761075] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BBH.txt
[2025-12-10T20:18:52.761212] [INFO ] [sig       ] [359/3612] Completed BBH in 0.3s | 2.84 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:52.761249] [INFO ] [sig       ] [360/3612] Forecasting BBIO...
[2025-12-10T20:18:52.761277] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-10T20:18:52.761307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-10T20:18:52.781740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-10T20:18:52.782050] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-10T20:18:52.782832] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-10T20:18:52.782882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:52.782912] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:52.782937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:52.782991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:52.839632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:52.840511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:52.840610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:52.840644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:52.969773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:52.969938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:52.969980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:52.970010] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:52.973824] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-12-10T20:18:52.974129] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-10T20:18:52.974263] [INFO ] [sig       ] BBIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:53.124891] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBIO.txt
[2025-12-10T20:18:53.125068] [INFO ] [sig       ] [360/3612] Completed BBIO in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:53.125108] [INFO ] [sig       ] [361/3612] Forecasting BBLG...
[2025-12-10T20:18:53.125137] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-10T20:18:53.125165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-10T20:18:53.137103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-10T20:18:53.137466] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-10T20:18:53.138300] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-10T20:18:53.138351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:53.138383] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:53.138410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:53.138478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:53.199780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:53.200681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:53.200764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:53.200796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:53.325068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:53.325219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:53.325257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:53.325285] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:53.328899] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-10T20:18:53.329175] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-10T20:18:53.329303] [INFO ] [sig       ] BBLG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:53.480299] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBLG.txt
[2025-12-10T20:18:53.480464] [INFO ] [sig       ] [361/3612] Completed BBLG in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:53.480503] [INFO ] [sig       ] [362/3612] Forecasting BBN...
[2025-12-10T20:18:53.480531] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-10T20:18:53.480559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-10T20:18:53.492341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-10T20:18:53.492727] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-10T20:18:53.493537] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-10T20:18:53.493607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:53.493641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:53.493668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:53.493724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:53.555359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:53.556440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:53.556527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:53.556560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:53.680846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:53.681196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:53.681235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:53.681262] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:53.685165] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-12-10T20:18:53.685449] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-10T20:18:53.685596] [INFO ] [sig       ] BBN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:53.834998] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBN.txt
[2025-12-10T20:18:53.835144] [INFO ] [sig       ] [362/3612] Completed BBN in 0.4s | 2.84 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:53.835183] [INFO ] [sig       ] [363/3612] Forecasting BBSI...
[2025-12-10T20:18:53.835212] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-10T20:18:53.835241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-10T20:18:53.846866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-10T20:18:53.847183] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-10T20:18:53.848015] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-10T20:18:53.848110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:53.848145] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:53.848171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:53.848227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:53.908547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:53.909408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:53.909493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:53.909526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:54.033342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:54.033491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:54.033528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:54.033555] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:54.036910] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=51.90%)
[2025-12-10T20:18:54.037219] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-10T20:18:54.037356] [INFO ] [sig       ] BBSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:54.208543] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BBSI.txt
[2025-12-10T20:18:54.208729] [INFO ] [sig       ] [363/3612] Completed BBSI in 0.4s | 2.83 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:54.208770] [INFO ] [sig       ] [364/3612] Forecasting BBUC...
[2025-12-10T20:18:54.208801] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-10T20:18:54.208832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-10T20:18:54.222282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-10T20:18:54.222823] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-10T20:18:54.224069] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-10T20:18:54.224159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:54.224241] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:54.224283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:54.224368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:54.284156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:54.285044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:54.285128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:54.285160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:54.409311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:54.409461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:54.409499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:54.409527] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:54.413032] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-10T20:18:54.413316] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-10T20:18:54.413445] [INFO ] [sig       ] BBUC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:54.579946] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBUC.txt
[2025-12-10T20:18:54.580146] [INFO ] [sig       ] [364/3612] Completed BBUC in 0.4s | 2.83 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:54.580208] [INFO ] [sig       ] [365/3612] Forecasting BBVA...
[2025-12-10T20:18:54.580254] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-10T20:18:54.580296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-10T20:18:54.593687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-10T20:18:54.594122] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-10T20:18:54.595131] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-10T20:18:54.595185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:54.595217] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:54.595242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:54.595297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:54.665303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:54.666225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:54.666327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:54.666369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:54.792028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:54.792183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:54.792229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:54.792258] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:54.795675] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-12-10T20:18:54.795966] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-10T20:18:54.796100] [INFO ] [sig       ] BBVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:54.946079] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BBVA.txt
[2025-12-10T20:18:54.946270] [INFO ] [sig       ] [365/3612] Completed BBVA in 0.4s | 2.83 sym/s | Total: 2.1m | ETA: 19.1m
[2025-12-10T20:18:54.946324] [INFO ] [sig       ] [366/3612] Forecasting BBWI...
[2025-12-10T20:18:54.946364] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-10T20:18:54.946399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-10T20:18:54.960595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-10T20:18:54.961005] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-10T20:18:54.962003] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-10T20:18:54.962065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:54.962106] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:54.962141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:54.962215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:55.035690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:55.036713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:55.036811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:55.036854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:55.160782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:55.160934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:55.160974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:55.161003] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:55.164402] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-12-10T20:18:55.164706] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-10T20:18:55.164835] [INFO ] [sig       ] BBWI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:55.303442] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBWI.txt
[2025-12-10T20:18:55.303595] [INFO ] [sig       ] [366/3612] Completed BBWI in 0.4s | 2.83 sym/s | Total: 2.2m | ETA: 19.1m
[2025-12-10T20:18:55.303637] [INFO ] [sig       ] [367/3612] Forecasting BBY...
[2025-12-10T20:18:55.303666] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-10T20:18:55.303695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-10T20:18:55.315967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-10T20:18:55.316281] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-10T20:18:55.317335] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-10T20:18:55.317388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:55.317420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:55.317446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:55.317503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:55.381350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:55.382462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:55.382544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:55.382593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:55.502070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:55.502212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:55.502253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:55.502312] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:55.505677] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2025-12-10T20:18:55.505952] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-10T20:18:55.506076] [INFO ] [sig       ] BBY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:55.646236] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BBY.txt
[2025-12-10T20:18:55.646367] [INFO ] [sig       ] [367/3612] Completed BBY in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 19.1m
[2025-12-10T20:18:55.646405] [INFO ] [sig       ] [368/3612] Forecasting BC...
[2025-12-10T20:18:55.646435] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-10T20:18:55.646464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-10T20:18:55.657501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-10T20:18:55.657828] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-10T20:18:55.658802] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-10T20:18:55.658853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:55.658882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:55.658907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:55.659110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:55.716979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:55.717657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:55.717756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:55.717790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:55.841764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:55.842102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:55.842140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:55.842167] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:55.845542] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2025-12-10T20:18:55.845884] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-10T20:18:55.846013] [INFO ] [sig       ] BC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:55.992314] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BC.txt
[2025-12-10T20:18:55.992475] [INFO ] [sig       ] [368/3612] Completed BC in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 19.1m
[2025-12-10T20:18:55.992528] [INFO ] [sig       ] [369/3612] Forecasting BCAL...
[2025-12-10T20:18:55.992565] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-10T20:18:55.992616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-10T20:18:56.004240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-10T20:18:56.004626] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-10T20:18:56.005420] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-10T20:18:56.005472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:56.005503] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:56.005529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:56.005620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:56.063999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:56.064745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:56.064826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:56.064858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:56.182625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:56.182768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:56.182806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:56.182834] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:56.186183] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-10T20:18:56.186460] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-10T20:18:56.186604] [INFO ] [sig       ] BCAL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:56.329413] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCAL.txt
[2025-12-10T20:18:56.329590] [INFO ] [sig       ] [369/3612] Completed BCAL in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 19.1m
[2025-12-10T20:18:56.329634] [INFO ] [sig       ] [370/3612] Forecasting BCAX...
[2025-12-10T20:18:56.329664] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-10T20:18:56.329698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-10T20:18:56.342472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-10T20:18:56.342831] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-10T20:18:56.344108] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-10T20:18:56.344160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:56.344192] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:56.344218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:56.344274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:56.404674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:56.405705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:56.405789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:56.405821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:56.531908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:56.532056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:56.532111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:56.532139] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:56.535468] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-10T20:18:56.535762] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-10T20:18:56.535889] [INFO ] [sig       ] BCAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:56.676771] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCAX.txt
[2025-12-10T20:18:56.676907] [INFO ] [sig       ] [370/3612] Completed BCAX in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 19.1m
[2025-12-10T20:18:56.676945] [INFO ] [sig       ] [371/3612] Forecasting BCBP...
[2025-12-10T20:18:56.677169] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-10T20:18:56.677197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-10T20:18:56.690196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-10T20:18:56.690499] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-10T20:18:56.691320] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-10T20:18:56.691377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:56.691409] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:56.691436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:56.691492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:56.750408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:56.751319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:56.751407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:56.751439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:56.878130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:56.878289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:56.878329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:56.878356] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:56.882364] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-10T20:18:56.882680] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-10T20:18:56.882822] [INFO ] [sig       ] BCBP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:57.029079] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCBP.txt
[2025-12-10T20:18:57.029239] [INFO ] [sig       ] [371/3612] Completed BCBP in 0.4s | 2.83 sym/s | Total: 2.2m | ETA: 19.1m
[2025-12-10T20:18:57.029278] [INFO ] [sig       ] [372/3612] Forecasting BCC...
[2025-12-10T20:18:57.029308] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-10T20:18:57.029335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-10T20:18:57.041077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-10T20:18:57.041466] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-10T20:18:57.042290] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-10T20:18:57.042343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:57.042375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:57.042400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:57.042455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:57.100247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:57.101141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:57.101223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:57.101256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:57.218064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:57.218216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:57.218253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:57.218280] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:57.221641] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-10T20:18:57.221915] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-10T20:18:57.222042] [INFO ] [sig       ] BCC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:57.360531] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCC.txt
[2025-12-10T20:18:57.360673] [INFO ] [sig       ] [372/3612] Completed BCC in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:57.360712] [INFO ] [sig       ] [373/3612] Forecasting BCDA...
[2025-12-10T20:18:57.360741] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-10T20:18:57.360770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-10T20:18:57.372115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-10T20:18:57.372446] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-10T20:18:57.373255] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-10T20:18:57.373305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:57.373336] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:57.373361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:57.373416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:57.429778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:57.430383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:57.430458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:57.430489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:57.543602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:57.543747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:57.543784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:57.543810] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:57.547113] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-10T20:18:57.547388] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-10T20:18:57.547511] [INFO ] [sig       ] BCDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:57.687668] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCDA.txt
[2025-12-10T20:18:57.690764] [INFO ] [sig       ] [373/3612] Completed BCDA in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:57.690805] [INFO ] [sig       ] [374/3612] Forecasting BCE...
[2025-12-10T20:18:57.690835] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-10T20:18:57.690864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-10T20:18:57.707232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-10T20:18:57.707843] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-10T20:18:57.709004] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-10T20:18:57.709058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:57.709110] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:57.709139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:57.709197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:57.772124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:57.773318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:57.773469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:57.773506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:57.905405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:57.905652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:57.905699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:57.905730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:57.910079] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-12-10T20:18:57.910460] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-10T20:18:57.910639] [INFO ] [sig       ] BCE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:58.058857] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCE.txt
[2025-12-10T20:18:58.059229] [INFO ] [sig       ] [374/3612] Completed BCE in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:58.059270] [INFO ] [sig       ] [375/3612] Forecasting BCH...
[2025-12-10T20:18:58.059300] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-10T20:18:58.059331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-10T20:18:58.074738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-10T20:18:58.075433] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-10T20:18:58.076528] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-10T20:18:58.076599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:58.076634] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:58.076660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:58.076731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:58.138544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:58.139353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:58.139442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:58.139485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:58.259145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:58.259300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:58.259337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:58.259364] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:58.262790] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-10T20:18:58.263079] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-10T20:18:58.263204] [INFO ] [sig       ] BCH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:18:58.400903] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCH.txt
[2025-12-10T20:18:58.401054] [INFO ] [sig       ] [375/3612] Completed BCH in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:58.401095] [INFO ] [sig       ] [376/3612] Forecasting BCML...
[2025-12-10T20:18:58.401123] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-10T20:18:58.401154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-10T20:18:58.414316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-10T20:18:58.414723] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-10T20:18:58.415807] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-10T20:18:58.415858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:58.415889] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:58.415913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:58.415967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:58.475906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:58.476726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:58.476809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:58.476840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:58.591443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:58.591629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:58.591669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:58.591696] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:58.595478] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-12-10T20:18:58.595986] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-10T20:18:58.596116] [INFO ] [sig       ] BCML: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:58.740943] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCML.txt
[2025-12-10T20:18:58.741104] [INFO ] [sig       ] [376/3612] Completed BCML in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:58.741146] [INFO ] [sig       ] [377/3612] Forecasting BCO...
[2025-12-10T20:18:58.741178] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-10T20:18:58.741207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-10T20:18:58.753434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-10T20:18:58.753889] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-10T20:18:58.754839] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-10T20:18:58.754892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:58.754925] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:58.755139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:58.755194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:58.816456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:58.817417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:58.817504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:58.817537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:58.938323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:58.938470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:58.938508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:58.938535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:58.941863] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-10T20:18:58.942137] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-10T20:18:58.942261] [INFO ] [sig       ] BCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:59.089256] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCO.txt
[2025-12-10T20:18:59.089438] [INFO ] [sig       ] [377/3612] Completed BCO in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:59.089479] [INFO ] [sig       ] [378/3612] Forecasting BCPC...
[2025-12-10T20:18:59.089514] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-10T20:18:59.089545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-10T20:18:59.101791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-10T20:18:59.102109] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-10T20:18:59.102930] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-10T20:18:59.102981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:59.103014] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:59.103040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:59.103097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:59.166159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:59.167127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:59.167209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:59.167241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:59.287765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:59.287900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:59.287937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:59.287964] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:59.291405] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-10T20:18:59.291697] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-10T20:18:59.291820] [INFO ] [sig       ] BCPC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:59.432484] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCPC.txt
[2025-12-10T20:18:59.432626] [INFO ] [sig       ] [378/3612] Completed BCPC in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:59.432665] [INFO ] [sig       ] [379/3612] Forecasting BCRX...
[2025-12-10T20:18:59.432694] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-10T20:18:59.432723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-10T20:18:59.444822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-10T20:18:59.445156] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-10T20:18:59.445964] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-10T20:18:59.446014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:59.446045] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:59.446070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:59.446125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:59.511552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:59.512810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:59.512929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:59.512981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:59.638881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:59.639052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:59.639094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:59.639123] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:59.642741] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-10T20:18:59.643076] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-10T20:18:59.643225] [INFO ] [sig       ] BCRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:18:59.787949] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BCRX.txt
[2025-12-10T20:18:59.788110] [INFO ] [sig       ] [379/3612] Completed BCRX in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:18:59.788149] [INFO ] [sig       ] [380/3612] Forecasting BCS...
[2025-12-10T20:18:59.788178] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-10T20:18:59.788207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-10T20:18:59.800750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-10T20:18:59.801378] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-10T20:18:59.802411] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-10T20:18:59.802461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:18:59.802493] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:18:59.802519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:18:59.802592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:18:59.863344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:18:59.864279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:18:59.864369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:18:59.864400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:18:59.990356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:18:59.990518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:18:59.990557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:18:59.990607] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:18:59.993969] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-10T20:18:59.994246] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-10T20:18:59.994371] [INFO ] [sig       ] BCS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:00.138647] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCS.txt
[2025-12-10T20:19:00.138808] [INFO ] [sig       ] [380/3612] Completed BCS in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:19:00.138851] [INFO ] [sig       ] [381/3612] Forecasting BCSF...
[2025-12-10T20:19:00.138881] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-10T20:19:00.138910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-10T20:19:00.151201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-10T20:19:00.151526] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-10T20:19:00.152344] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-10T20:19:00.152395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:00.152453] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:00.152480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:00.152536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:00.209317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:00.209952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:00.210028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:00.210060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:00.328983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:00.329123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:00.329161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:00.329205] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:00.332521] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=57.58%)
[2025-12-10T20:19:00.332827] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-10T20:19:00.332950] [INFO ] [sig       ] BCSF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:00.471901] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCSF.txt
[2025-12-10T20:19:00.472026] [INFO ] [sig       ] [381/3612] Completed BCSF in 0.3s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:19:00.472065] [INFO ] [sig       ] [382/3612] Forecasting BCTX...
[2025-12-10T20:19:00.472094] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-10T20:19:00.472123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-10T20:19:00.484834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-10T20:19:00.485242] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-10T20:19:00.486092] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-10T20:19:00.486146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:00.486179] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:00.486207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:00.486268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:00.547777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:00.548657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:00.548747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:00.548780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:00.673294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:00.673408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:00.673446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:00.673472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:00.676948] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=78.81%)
[2025-12-10T20:19:00.677256] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-10T20:19:00.677393] [INFO ] [sig       ] BCTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:00.828849] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCTX.txt
[2025-12-10T20:19:00.828999] [INFO ] [sig       ] [382/3612] Completed BCTX in 0.4s | 2.84 sym/s | Total: 2.2m | ETA: 19.0m
[2025-12-10T20:19:00.829038] [INFO ] [sig       ] [383/3612] Forecasting BCX...
[2025-12-10T20:19:00.829068] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-10T20:19:00.829097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-10T20:19:00.841212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-10T20:19:00.841565] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-10T20:19:00.842399] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-10T20:19:00.842449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:00.842482] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:00.842509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:00.842589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:00.900679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:00.901550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:00.901656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:00.901704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:01.023750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:01.023891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:01.023928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:01.023956] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:01.027234] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-10T20:19:01.027504] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-10T20:19:01.027646] [INFO ] [sig       ] BCX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:01.171867] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCX.txt
[2025-12-10T20:19:01.172001] [INFO ] [sig       ] [383/3612] Completed BCX in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 19.0m
[2025-12-10T20:19:01.172039] [INFO ] [sig       ] [384/3612] Forecasting BCYC...
[2025-12-10T20:19:01.172068] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-10T20:19:01.172097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-10T20:19:01.184481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-10T20:19:01.184804] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-10T20:19:01.185801] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-10T20:19:01.185851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:01.185881] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:01.186099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:01.186154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:01.245986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:01.246935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:01.247028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:01.247060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:01.370678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:01.370830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:01.370868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:01.370946] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:01.374847] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-10T20:19:01.375328] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-10T20:19:01.375470] [INFO ] [sig       ] BCYC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:01.527267] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BCYC.txt
[2025-12-10T20:19:01.527413] [INFO ] [sig       ] [384/3612] Completed BCYC in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 19.0m
[2025-12-10T20:19:01.527451] [INFO ] [sig       ] [385/3612] Forecasting BDC...
[2025-12-10T20:19:01.527480] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-10T20:19:01.527510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-10T20:19:01.539182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-10T20:19:01.539530] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-10T20:19:01.540358] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-10T20:19:01.540408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:01.540438] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:01.540463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:01.540528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:01.599432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:01.600340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:01.600424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:01.600456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:01.758138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:01.758306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:01.758345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:01.758372] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:01.762107] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-10T20:19:01.762466] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-10T20:19:01.762638] [INFO ] [sig       ] BDC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:01.931999] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BDC.txt
[2025-12-10T20:19:01.932162] [INFO ] [sig       ] [385/3612] Completed BDC in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 19.0m
[2025-12-10T20:19:01.932201] [INFO ] [sig       ] [386/3612] Forecasting BDJ...
[2025-12-10T20:19:01.932231] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-10T20:19:01.932259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-10T20:19:01.943855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-10T20:19:01.944126] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-10T20:19:01.944915] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-10T20:19:01.944965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:01.944995] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:01.945021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:01.945076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:02.002367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:02.003046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:02.003127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:02.003160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:02.123051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:02.123198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:02.123236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:02.123264] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:02.126596] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-10T20:19:02.126864] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-10T20:19:02.126989] [INFO ] [sig       ] BDJ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:02.271811] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BDJ.txt
[2025-12-10T20:19:02.271949] [INFO ] [sig       ] [386/3612] Completed BDJ in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 19.0m
[2025-12-10T20:19:02.272171] [INFO ] [sig       ] [387/3612] Forecasting BDN...
[2025-12-10T20:19:02.272199] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-10T20:19:02.272234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-10T20:19:02.284126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-10T20:19:02.284394] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-10T20:19:02.285170] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-10T20:19:02.285231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:02.285262] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:02.285288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:02.285343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:02.341850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:02.342465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:02.342542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:02.342589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:02.468310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:02.468450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:02.468486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:02.468513] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:02.471833] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-12-10T20:19:02.472109] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-10T20:19:02.472232] [INFO ] [sig       ] BDN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:02.612631] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BDN.txt
[2025-12-10T20:19:02.612746] [INFO ] [sig       ] [387/3612] Completed BDN in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 19.0m
[2025-12-10T20:19:02.612783] [INFO ] [sig       ] [388/3612] Forecasting BDRX...
[2025-12-10T20:19:02.612811] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-10T20:19:02.612839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-10T20:19:02.624375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-10T20:19:02.624708] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-10T20:19:02.625697] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-10T20:19:02.625747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:02.625778] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:02.625803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:02.625858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:02.683167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:02.683822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:02.683898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:02.683930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:02.804372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:02.804503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:02.804540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:02.804566] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:02.807869] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-12-10T20:19:02.808139] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-10T20:19:02.808260] [INFO ] [sig       ] BDRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:02.948748] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BDRX.txt
[2025-12-10T20:19:02.948880] [INFO ] [sig       ] [388/3612] Completed BDRX in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:02.948921] [INFO ] [sig       ] [389/3612] Forecasting BDSX...
[2025-12-10T20:19:02.948950] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-10T20:19:02.948978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-10T20:19:02.960974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-10T20:19:02.961294] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-10T20:19:02.962232] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-10T20:19:02.962282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:02.962314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:02.962339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:02.962395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:03.023747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:03.024540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:03.024642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:03.024675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:03.140172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:03.140317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:03.140355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:03.140383] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:03.143829] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-10T20:19:03.144105] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-10T20:19:03.144228] [INFO ] [sig       ] BDSX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:03.289423] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BDSX.txt
[2025-12-10T20:19:03.289555] [INFO ] [sig       ] [389/3612] Completed BDSX in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:03.289614] [INFO ] [sig       ] [390/3612] Forecasting BDTX...
[2025-12-10T20:19:03.289645] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-10T20:19:03.289675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-10T20:19:03.301416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-10T20:19:03.301727] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-10T20:19:03.302509] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-10T20:19:03.302561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:03.302624] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:03.302655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:03.302713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:03.360834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:03.361462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:03.361540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:03.361588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:03.484843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:03.485190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:03.485230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:03.485257] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:03.488763] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-10T20:19:03.489058] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-10T20:19:03.489195] [INFO ] [sig       ] BDTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:03.636875] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BDTX.txt
[2025-12-10T20:19:03.636992] [INFO ] [sig       ] [390/3612] Completed BDTX in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:03.637030] [INFO ] [sig       ] [391/3612] Forecasting BDX...
[2025-12-10T20:19:03.637060] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-10T20:19:03.637089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-10T20:19:03.648723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-10T20:19:03.649004] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-10T20:19:03.649788] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-10T20:19:03.649838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:03.649869] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:03.649896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:03.649952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:03.708089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:03.708922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:03.709032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:03.709065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:03.830614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:03.830736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:03.830772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:03.830799] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:03.834048] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=45.47%)
[2025-12-10T20:19:03.834317] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-10T20:19:03.834439] [INFO ] [sig       ] BDX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:04.022685] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BDX.txt
[2025-12-10T20:19:04.022841] [INFO ] [sig       ] [391/3612] Completed BDX in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:04.022881] [INFO ] [sig       ] [392/3612] Forecasting BE...
[2025-12-10T20:19:04.022913] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-10T20:19:04.022943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-10T20:19:04.035430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-10T20:19:04.035764] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-10T20:19:04.036608] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-10T20:19:04.036659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:04.036690] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:04.036716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:04.036772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:04.094638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:04.095507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:04.095604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:04.095638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:04.220281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:04.220436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:04.220476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:04.220504] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:04.224623] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-10T20:19:04.224929] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-10T20:19:04.225066] [INFO ] [sig       ] BE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:04.369455] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BE.txt
[2025-12-10T20:19:04.369636] [INFO ] [sig       ] [392/3612] Completed BE in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:04.369678] [INFO ] [sig       ] [393/3612] Forecasting BEAM...
[2025-12-10T20:19:04.369708] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-10T20:19:04.369738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-10T20:19:04.382682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-10T20:19:04.383059] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-10T20:19:04.383883] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-10T20:19:04.383934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:04.383965] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:04.383990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:04.384045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:04.441466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:04.442344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:04.442429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:04.442461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:04.560413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:04.560588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:04.560629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:04.560656] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:04.564590] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=33.50%)
[2025-12-10T20:19:04.564867] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-10T20:19:04.564993] [INFO ] [sig       ] BEAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:04.705667] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEAM.txt
[2025-12-10T20:19:04.705820] [INFO ] [sig       ] [393/3612] Completed BEAM in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:04.705860] [INFO ] [sig       ] [394/3612] Forecasting BEEM...
[2025-12-10T20:19:04.705890] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-10T20:19:04.705919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-10T20:19:04.717289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-10T20:19:04.717676] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-10T20:19:04.718468] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-10T20:19:04.718518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:04.718549] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:04.718599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:04.718657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:04.775477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:04.776352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:04.776435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:04.776468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:04.893952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:04.894118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:04.894190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:04.894220] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:04.897675] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2025-12-10T20:19:04.897987] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-10T20:19:04.898114] [INFO ] [sig       ] BEEM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:05.042654] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BEEM.txt
[2025-12-10T20:19:05.042852] [INFO ] [sig       ] [394/3612] Completed BEEM in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:05.042893] [INFO ] [sig       ] [395/3612] Forecasting BEEP...
[2025-12-10T20:19:05.042924] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-10T20:19:05.042953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-10T20:19:05.054243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-10T20:19:05.054555] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-10T20:19:05.055345] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-10T20:19:05.055396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:05.055427] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:05.055453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:05.055509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:05.112964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:05.113725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:05.113808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:05.113840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:05.225062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:05.225221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:05.225260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:05.225288] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:05.229719] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-12-10T20:19:05.230145] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-10T20:19:05.230325] [INFO ] [sig       ] BEEP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:05.370322] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEEP.txt
[2025-12-10T20:19:05.370464] [INFO ] [sig       ] [395/3612] Completed BEEP in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:05.370504] [INFO ] [sig       ] [396/3612] Forecasting BEKE...
[2025-12-10T20:19:05.370533] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-10T20:19:05.370562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-10T20:19:05.382338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-10T20:19:05.382662] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-10T20:19:05.383450] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-10T20:19:05.383502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:05.383534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:05.383562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:05.383644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:05.441436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:05.442205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:05.442284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:05.442316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:05.562269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:05.562412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:05.562451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:05.562479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:05.565827] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-10T20:19:05.566102] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-10T20:19:05.566224] [INFO ] [sig       ] BEKE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:05.728312] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEKE.txt
[2025-12-10T20:19:05.728521] [INFO ] [sig       ] [396/3612] Completed BEKE in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:05.728604] [INFO ] [sig       ] [397/3612] Forecasting BELFA...
[2025-12-10T20:19:05.728650] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-10T20:19:05.728695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-10T20:19:05.743038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-10T20:19:05.743664] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-10T20:19:05.744714] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-10T20:19:05.744770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:05.744806] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:05.744835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:05.744896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:05.806539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:05.808352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:05.808455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:05.808488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:05.919908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:05.920371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:05.920415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:05.920444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:05.924589] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-10T20:19:05.924961] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-10T20:19:05.925119] [INFO ] [sig       ] BELFA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:06.085130] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BELFA.txt
[2025-12-10T20:19:06.085293] [INFO ] [sig       ] [397/3612] Completed BELFA in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:06.085334] [INFO ] [sig       ] [398/3612] Forecasting BELFB...
[2025-12-10T20:19:06.085364] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-10T20:19:06.085394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-10T20:19:06.097364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-10T20:19:06.097688] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-10T20:19:06.098531] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-10T20:19:06.098600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:06.098668] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:06.098697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:06.098753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:06.155836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:06.156785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:06.156865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:06.156897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:06.277506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:06.277677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:06.277730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:06.277757] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:06.281130] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-10T20:19:06.281407] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-10T20:19:06.281532] [INFO ] [sig       ] BELFB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:06.426932] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BELFB.txt
[2025-12-10T20:19:06.427085] [INFO ] [sig       ] [398/3612] Completed BELFB in 0.3s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:06.427126] [INFO ] [sig       ] [399/3612] Forecasting BEN...
[2025-12-10T20:19:06.427156] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-10T20:19:06.427186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-10T20:19:06.440557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-10T20:19:06.441021] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-10T20:19:06.442300] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-10T20:19:06.442364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:06.442403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:06.442440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:06.442516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:06.503765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:06.504908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:06.504992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:06.505024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:06.631746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:06.631911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:06.631950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:06.631978] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:06.635982] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-10T20:19:06.636528] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-10T20:19:06.636692] [INFO ] [sig       ] BEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:06.781484] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEN.txt
[2025-12-10T20:19:06.781652] [INFO ] [sig       ] [399/3612] Completed BEN in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:06.781694] [INFO ] [sig       ] [400/3612] Forecasting BEP...
[2025-12-10T20:19:06.781724] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-10T20:19:06.781753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-10T20:19:06.793629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-10T20:19:06.793919] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-10T20:19:06.794765] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-10T20:19:06.794818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:06.794851] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:06.794879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:06.794937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:06.854473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:06.855467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:06.855548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:06.855602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:06.983602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:06.983758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:06.983796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:06.983824] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:06.987350] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-10T20:19:06.987659] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-10T20:19:06.987802] [INFO ] [sig       ] BEP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:07.133759] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEP.txt
[2025-12-10T20:19:07.133924] [INFO ] [sig       ] [400/3612] Completed BEP in 0.4s | 2.84 sym/s | Total: 2.3m | ETA: 18.9m
[2025-12-10T20:19:07.133965] [INFO ] [sig       ] [401/3612] Forecasting BEPH...
[2025-12-10T20:19:07.133996] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-10T20:19:07.134025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-10T20:19:07.146828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-10T20:19:07.147422] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-10T20:19:07.148255] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-10T20:19:07.148306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:07.148337] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:07.148363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:07.148418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:07.210740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:07.211647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:07.211737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:07.211771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:07.335959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:07.336115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:07.336154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:07.336218] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:07.340525] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-10T20:19:07.340850] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-10T20:19:07.340995] [INFO ] [sig       ] BEPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:07.495093] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEPH.txt
[2025-12-10T20:19:07.495245] [INFO ] [sig       ] [401/3612] Completed BEPH in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.9m
[2025-12-10T20:19:07.495291] [INFO ] [sig       ] [402/3612] Forecasting BEPI...
[2025-12-10T20:19:07.495320] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-10T20:19:07.495349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-10T20:19:07.507396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-10T20:19:07.507749] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-10T20:19:07.508606] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-10T20:19:07.508659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:07.508691] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:07.508720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:07.508777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:07.573142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:07.574442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:07.574552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:07.574604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:07.685256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:07.685412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:07.685451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:07.685478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:07.689002] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-10T20:19:07.689285] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-10T20:19:07.689417] [INFO ] [sig       ] BEPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:07.845032] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BEPI.txt
[2025-12-10T20:19:07.845190] [INFO ] [sig       ] [402/3612] Completed BEPI in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.9m
[2025-12-10T20:19:07.845228] [INFO ] [sig       ] [403/3612] Forecasting BFAM...
[2025-12-10T20:19:07.845257] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-10T20:19:07.845285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-10T20:19:07.858255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-10T20:19:07.858680] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-10T20:19:07.859596] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-10T20:19:07.859652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:07.859685] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:07.859711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:07.859770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:07.919078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:07.919938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:07.920022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:07.920055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:08.052829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:08.052994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:08.053035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:08.053063] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:08.056908] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-10T20:19:08.057211] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-10T20:19:08.057369] [INFO ] [sig       ] BFAM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:08.200261] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BFAM.txt
[2025-12-10T20:19:08.200416] [INFO ] [sig       ] [403/3612] Completed BFAM in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.9m
[2025-12-10T20:19:08.200455] [INFO ] [sig       ] [404/3612] Forecasting BFC...
[2025-12-10T20:19:08.200485] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-10T20:19:08.200515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-10T20:19:08.213955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-10T20:19:08.214361] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-10T20:19:08.215191] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-10T20:19:08.215243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:08.215274] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:08.215491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:08.215546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:08.283687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:08.284831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:08.284936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:08.284980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:08.400447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:08.400605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:08.400644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:08.400671] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:08.404057] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-10T20:19:08.404331] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-10T20:19:08.404455] [INFO ] [sig       ] BFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:08.548465] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BFC.txt
[2025-12-10T20:19:08.548653] [INFO ] [sig       ] [404/3612] Completed BFC in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:08.548696] [INFO ] [sig       ] [405/3612] Forecasting BFH...
[2025-12-10T20:19:08.548725] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-10T20:19:08.548753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-10T20:19:08.561145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-10T20:19:08.561487] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-10T20:19:08.562331] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-10T20:19:08.562382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:08.562413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:08.562438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:08.562493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:08.622045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:08.623077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:08.623167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:08.623201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:08.752685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:08.752839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:08.752896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:08.752925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:08.756902] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-10T20:19:08.757193] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-10T20:19:08.757514] [INFO ] [sig       ] BFH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:08.915120] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BFH.txt
[2025-12-10T20:19:08.915460] [INFO ] [sig       ] [405/3612] Completed BFH in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:08.915499] [INFO ] [sig       ] [406/3612] Forecasting BFIN...
[2025-12-10T20:19:08.915528] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-10T20:19:08.915555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-10T20:19:08.928504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-10T20:19:08.928903] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-10T20:19:08.930021] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-10T20:19:08.930073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:08.930102] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:08.930127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:08.930182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:08.988525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:08.989344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:08.989424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:08.989456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:09.102349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:09.102493] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:19:09.102530] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:09.102557] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:09.106487] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=72.53%)
[2025-12-10T20:19:09.106779] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-10T20:19:09.106906] [INFO ] [sig       ] BFIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:09.263847] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BFIN.txt
[2025-12-10T20:19:09.263996] [INFO ] [sig       ] [406/3612] Completed BFIN in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:09.264035] [INFO ] [sig       ] [407/3612] Forecasting BFK...
[2025-12-10T20:19:09.264064] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-10T20:19:09.264103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-10T20:19:09.277870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-10T20:19:09.278472] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-10T20:19:09.279292] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-10T20:19:09.279342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:09.279371] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:09.279395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:09.279449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:09.339502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:09.340437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:09.340559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:09.340610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:09.461422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:09.461592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:09.461632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:09.461659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:09.465021] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-10T20:19:09.465302] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-10T20:19:09.465428] [INFO ] [sig       ] BFK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:09.616344] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BFK.txt
[2025-12-10T20:19:09.616490] [INFO ] [sig       ] [407/3612] Completed BFK in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:09.616529] [INFO ] [sig       ] [408/3612] Forecasting BFLY...
[2025-12-10T20:19:09.616558] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-10T20:19:09.616607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-10T20:19:09.629539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-10T20:19:09.629866] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-10T20:19:09.630655] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-10T20:19:09.630706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:09.630737] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:09.630763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:09.630819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:09.690508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:09.691377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:09.691495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:09.691527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:09.815824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:09.815984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:09.816022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:09.816049] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:09.819489] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=79.36%)
[2025-12-10T20:19:09.819795] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-10T20:19:09.819920] [INFO ] [sig       ] BFLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:09.960707] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BFLY.txt
[2025-12-10T20:19:09.960863] [INFO ] [sig       ] [408/3612] Completed BFLY in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:09.960903] [INFO ] [sig       ] [409/3612] Forecasting BFS...
[2025-12-10T20:19:09.960933] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-10T20:19:09.960962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-10T20:19:09.973383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-10T20:19:09.973705] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-10T20:19:09.974689] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-10T20:19:09.974739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:09.974770] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:09.974806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:09.974864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:10.031164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:10.032042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:10.032147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:10.032179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:10.144769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:10.144919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:10.144957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:10.144985] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:10.149340] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-12-10T20:19:10.149674] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-10T20:19:10.149841] [INFO ] [sig       ] BFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:10.310741] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BFS.txt
[2025-12-10T20:19:10.310893] [INFO ] [sig       ] [409/3612] Completed BFS in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:10.310933] [INFO ] [sig       ] [410/3612] Forecasting BFZ...
[2025-12-10T20:19:10.310963] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-10T20:19:10.310992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-10T20:19:10.325749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-10T20:19:10.326148] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-10T20:19:10.326972] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-10T20:19:10.327024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:10.327054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:10.327080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:10.327135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:10.386186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:10.387278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:10.387369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:10.387402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:10.512876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:10.513025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:10.513063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:10.513090] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:10.516830] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-10T20:19:10.517100] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-10T20:19:10.517223] [INFO ] [sig       ] BFZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:10.661112] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BFZ.txt
[2025-12-10T20:19:10.661248] [INFO ] [sig       ] [410/3612] Completed BFZ in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:10.661287] [INFO ] [sig       ] [411/3612] Forecasting BG...
[2025-12-10T20:19:10.661316] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-10T20:19:10.661345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-10T20:19:10.674945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-10T20:19:10.675532] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-10T20:19:10.676435] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-10T20:19:10.676490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:10.676524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:10.676552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:10.676630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:10.740488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:10.741439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:10.741526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:10.741558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:10.866715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:10.866867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:10.866908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:10.866937] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:10.870357] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-10T20:19:10.870651] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-10T20:19:10.870779] [INFO ] [sig       ] BG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:11.026675] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BG.txt
[2025-12-10T20:19:11.026877] [INFO ] [sig       ] [411/3612] Completed BG in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:11.026920] [INFO ] [sig       ] [412/3612] Forecasting BGB...
[2025-12-10T20:19:11.026951] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-10T20:19:11.026981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-10T20:19:11.043346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-10T20:19:11.043834] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-10T20:19:11.045153] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-10T20:19:11.045413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:11.045458] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:11.045491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:11.045590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:11.107821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:11.108707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:11.108788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:11.108820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:11.232369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:11.232509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:11.232547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:11.232592] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:11.236080] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=45.91%)
[2025-12-10T20:19:11.236350] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-10T20:19:11.236476] [INFO ] [sig       ] BGB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:11.381928] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BGB.txt
[2025-12-10T20:19:11.382071] [INFO ] [sig       ] [412/3612] Completed BGB in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:11.382110] [INFO ] [sig       ] [413/3612] Forecasting BGC...
[2025-12-10T20:19:11.382140] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-10T20:19:11.382175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-10T20:19:11.394583] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-10T20:19:11.394881] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-10T20:19:11.395672] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-10T20:19:11.395723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:11.395753] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:11.395779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:11.395833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:11.454925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:11.455977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:11.456068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:11.456102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:11.583542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:11.583703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:11.583744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:11.583772] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:11.587192] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-10T20:19:11.587472] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-10T20:19:11.587619] [INFO ] [sig       ] BGC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:11.734466] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BGC.txt
[2025-12-10T20:19:11.734642] [INFO ] [sig       ] [413/3612] Completed BGC in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:11.734685] [INFO ] [sig       ] [414/3612] Forecasting BGH...
[2025-12-10T20:19:11.734718] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-10T20:19:11.734749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-10T20:19:11.746492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-10T20:19:11.746860] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-10T20:19:11.747944] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-10T20:19:11.747997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:11.748031] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:11.748058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:11.748118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:11.809199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:11.810121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:11.810207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:11.810240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:11.931595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:11.931743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:11.931784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:11.931815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:11.935669] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-12-10T20:19:11.935952] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-10T20:19:11.936082] [INFO ] [sig       ] BGH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:12.083150] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BGH.txt
[2025-12-10T20:19:12.083303] [INFO ] [sig       ] [414/3612] Completed BGH in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:12.083344] [INFO ] [sig       ] [415/3612] Forecasting BGLC...
[2025-12-10T20:19:12.083374] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-10T20:19:12.083404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-10T20:19:12.096007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-10T20:19:12.096561] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-10T20:19:12.097620] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-10T20:19:12.097673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:12.097757] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:12.097787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:12.097844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:12.158920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:12.159795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:12.159879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:12.159913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:12.284195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:12.284562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:12.284621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:12.284650] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:12.288591] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-10T20:19:12.288883] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-10T20:19:12.289009] [INFO ] [sig       ] BGLC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:12.434786] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BGLC.txt
[2025-12-10T20:19:12.434936] [INFO ] [sig       ] [415/3612] Completed BGLC in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:12.434977] [INFO ] [sig       ] [416/3612] Forecasting BGRN...
[2025-12-10T20:19:12.435006] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-10T20:19:12.435036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-10T20:19:12.447958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-10T20:19:12.448377] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-10T20:19:12.449222] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-10T20:19:12.449274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:12.449304] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:12.449332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:12.449393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:12.512142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:12.513109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:12.513195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:12.513227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:12.637032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:12.637236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:12.637276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:12.637303] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:12.640757] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-10T20:19:12.641030] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-10T20:19:12.641154] [INFO ] [sig       ] BGRN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:12.783774] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BGRN.txt
[2025-12-10T20:19:12.783947] [INFO ] [sig       ] [416/3612] Completed BGRN in 0.3s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:12.784000] [INFO ] [sig       ] [417/3612] Forecasting BGS...
[2025-12-10T20:19:12.784033] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-10T20:19:12.784064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-10T20:19:12.796836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-10T20:19:12.797413] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-10T20:19:12.802150] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-10T20:19:12.802300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:12.802336] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:12.802364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:12.802427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:12.862495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:12.863392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:12.863472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:12.863504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:12.986678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:12.986829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:12.986867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:12.986894] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:12.990431] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-10T20:19:12.990754] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-10T20:19:12.990888] [INFO ] [sig       ] BGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:13.135952] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BGS.txt
[2025-12-10T20:19:13.136095] [INFO ] [sig       ] [417/3612] Completed BGS in 0.4s | 2.84 sym/s | Total: 2.4m | ETA: 18.8m
[2025-12-10T20:19:13.136137] [INFO ] [sig       ] [418/3612] Forecasting BGSF...
[2025-12-10T20:19:13.136167] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-10T20:19:13.136196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-10T20:19:13.148123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-10T20:19:13.148495] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-10T20:19:13.149324] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-10T20:19:13.149375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:13.149407] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:13.149434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:13.149489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:13.208338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:13.209219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:13.209490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:13.209522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:13.327445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:13.327632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:13.327672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:13.327757] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:13.331526] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-10T20:19:13.331818] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-10T20:19:13.331945] [INFO ] [sig       ] BGSF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:13.476739] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BGSF.txt
[2025-12-10T20:19:13.476888] [INFO ] [sig       ] [418/3612] Completed BGSF in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.8m
[2025-12-10T20:19:13.476927] [INFO ] [sig       ] [419/3612] Forecasting BGX...
[2025-12-10T20:19:13.476957] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-10T20:19:13.476986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-10T20:19:13.488844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-10T20:19:13.489144] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-10T20:19:13.489919] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-10T20:19:13.489970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:13.490000] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:13.490026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:13.490081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:13.547001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:13.547941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:13.548021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:13.548053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:13.669963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:13.670116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:13.670154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:13.670182] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:13.673549] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-10T20:19:13.673848] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-10T20:19:13.673979] [INFO ] [sig       ] BGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:13.816737] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BGX.txt
[2025-12-10T20:19:13.816903] [INFO ] [sig       ] [419/3612] Completed BGX in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.8m
[2025-12-10T20:19:13.816945] [INFO ] [sig       ] [420/3612] Forecasting BGY...
[2025-12-10T20:19:13.816974] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-10T20:19:13.817004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-10T20:19:13.828080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-10T20:19:13.828375] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-10T20:19:13.829152] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-10T20:19:13.829203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:13.829233] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:13.829260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:13.829316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:13.886450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:13.887271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:13.887353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:13.887386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:14.007120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:14.007270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:14.007308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:14.007336] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:14.010681] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-10T20:19:14.010950] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-10T20:19:14.011074] [INFO ] [sig       ] BGY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:14.150294] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BGY.txt
[2025-12-10T20:19:14.150678] [INFO ] [sig       ] [420/3612] Completed BGY in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:14.150720] [INFO ] [sig       ] [421/3612] Forecasting BHC...
[2025-12-10T20:19:14.150749] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-10T20:19:14.150778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-10T20:19:14.162171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-10T20:19:14.162515] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-10T20:19:14.163305] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-10T20:19:14.163355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:14.163385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:14.163411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:14.163466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:14.221105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:14.221851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:14.221931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:14.221963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:14.340710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:14.340859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:14.340897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:14.340923] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:14.344268] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-10T20:19:14.344540] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-10T20:19:14.344682] [INFO ] [sig       ] BHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:14.489538] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BHC.txt
[2025-12-10T20:19:14.489713] [INFO ] [sig       ] [421/3612] Completed BHC in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:14.489753] [INFO ] [sig       ] [422/3612] Forecasting BHE...
[2025-12-10T20:19:14.489783] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-10T20:19:14.489812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-10T20:19:14.502504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-10T20:19:14.502933] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-10T20:19:14.503959] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-10T20:19:14.504011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:14.504070] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:14.504100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:14.504161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:14.564089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:14.564962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:14.565044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:14.565076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:14.687799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:14.687952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:14.687991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:14.688017] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:14.691865] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-10T20:19:14.692144] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-10T20:19:14.692271] [INFO ] [sig       ] BHE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:14.837820] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BHE.txt
[2025-12-10T20:19:14.837960] [INFO ] [sig       ] [422/3612] Completed BHE in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:14.838002] [INFO ] [sig       ] [423/3612] Forecasting BHF...
[2025-12-10T20:19:14.838031] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-10T20:19:14.838061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-10T20:19:14.850764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-10T20:19:14.851115] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-10T20:19:14.851929] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-10T20:19:14.851981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:14.852012] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:14.852038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:14.852094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:14.912232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:14.913101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:14.913189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:14.913222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:15.037174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:15.037319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:15.037357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:15.037385] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:15.040747] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-10T20:19:15.041017] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-10T20:19:15.041143] [INFO ] [sig       ] BHF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:15.181564] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BHF.txt
[2025-12-10T20:19:15.181726] [INFO ] [sig       ] [423/3612] Completed BHF in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:15.181765] [INFO ] [sig       ] [424/3612] Forecasting BHFAL...
[2025-12-10T20:19:15.181794] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-10T20:19:15.181823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-10T20:19:15.193478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-10T20:19:15.193833] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-10T20:19:15.194607] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-10T20:19:15.194657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:15.194688] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:15.194713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:15.194767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:15.251316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:15.252051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:15.252129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:15.252164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:15.369875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:15.370024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:15.370062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:15.370089] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:15.373567] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-10T20:19:15.373851] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-10T20:19:15.373973] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:15.515326] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BHFAL.txt
[2025-12-10T20:19:15.515470] [INFO ] [sig       ] [424/3612] Completed BHFAL in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:15.515509] [INFO ] [sig       ] [425/3612] Forecasting BHFAM...
[2025-12-10T20:19:15.515538] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-10T20:19:15.515567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-10T20:19:15.528114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-10T20:19:15.528725] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-10T20:19:15.529767] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-10T20:19:15.529819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:15.529852] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:15.529879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:15.529934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:15.587835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:15.588748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:15.588874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:15.588928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:15.708670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:15.708821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:15.708861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:15.708890] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:15.712305] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-10T20:19:15.712611] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-10T20:19:15.712743] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:15.853457] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BHFAM.txt
[2025-12-10T20:19:15.853636] [INFO ] [sig       ] [425/3612] Completed BHFAM in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:15.853693] [INFO ] [sig       ] [426/3612] Forecasting BHFAN...
[2025-12-10T20:19:15.853726] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-10T20:19:15.853757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-10T20:19:15.866563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-10T20:19:15.866890] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-10T20:19:15.867691] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-10T20:19:15.867779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:15.867814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:15.867841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:15.867898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:15.926311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:15.926978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:15.927056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:15.927087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:16.055359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:16.055526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:16.055583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:16.055614] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:16.059478] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-10T20:19:16.059765] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-10T20:19:16.059890] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:16.200155] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BHFAN.txt
[2025-12-10T20:19:16.200275] [INFO ] [sig       ] [426/3612] Completed BHFAN in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:16.200312] [INFO ] [sig       ] [427/3612] Forecasting BHFAO...
[2025-12-10T20:19:16.200341] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-10T20:19:16.200369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-10T20:19:16.212521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-10T20:19:16.212910] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-10T20:19:16.213733] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-10T20:19:16.213783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:16.213814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:16.213839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:16.213893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:16.273156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:16.274019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:16.274108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:16.274141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:16.393876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:16.394033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:16.394072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:16.394099] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:16.397511] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-12-10T20:19:16.397841] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-10T20:19:16.397995] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:16.552061] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BHFAO.txt
[2025-12-10T20:19:16.552190] [INFO ] [sig       ] [427/3612] Completed BHFAO in 0.4s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:16.552228] [INFO ] [sig       ] [428/3612] Forecasting BHFAP...
[2025-12-10T20:19:16.552257] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-10T20:19:16.552287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-10T20:19:16.564006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-10T20:19:16.564295] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-10T20:19:16.565090] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-10T20:19:16.565140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:16.565172] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:16.565200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:16.565257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:16.624535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:16.625606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:16.625689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:16.625719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:16.745637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:16.745790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:16.745829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:16.745856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:16.749182] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-10T20:19:16.749454] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-10T20:19:16.749593] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:16.894005] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BHFAP.txt
[2025-12-10T20:19:16.894175] [INFO ] [sig       ] [428/3612] Completed BHFAP in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:16.894220] [INFO ] [sig       ] [429/3612] Forecasting BHK...
[2025-12-10T20:19:16.894249] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-10T20:19:16.894280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-10T20:19:16.905662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-10T20:19:16.905984] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-10T20:19:16.906774] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-10T20:19:16.906824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:16.906855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:16.906880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:16.906935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:16.963662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:16.964363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:16.964441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:16.964472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:17.084321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:17.084469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:17.084525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:17.084555] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:17.087903] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-10T20:19:17.088179] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-10T20:19:17.088307] [INFO ] [sig       ] BHK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:17.229435] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BHK.txt
[2025-12-10T20:19:17.229567] [INFO ] [sig       ] [429/3612] Completed BHK in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:17.229624] [INFO ] [sig       ] [430/3612] Forecasting BHP...
[2025-12-10T20:19:17.229652] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-10T20:19:17.229682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-10T20:19:17.241055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-10T20:19:17.241318] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-10T20:19:17.242106] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-10T20:19:17.242156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:17.242186] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:17.242210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:17.242264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:17.298519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:17.299127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:17.299207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:17.299238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:17.434729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:17.434906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:17.434964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:17.435008] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:17.438768] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-12-10T20:19:17.439070] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-10T20:19:17.439207] [INFO ] [sig       ] BHP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:17.583888] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BHP.txt
[2025-12-10T20:19:17.584037] [INFO ] [sig       ] [430/3612] Completed BHP in 0.4s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:17.584076] [INFO ] [sig       ] [431/3612] Forecasting BHRB...
[2025-12-10T20:19:17.584104] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-10T20:19:17.584133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-10T20:19:17.596381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-10T20:19:17.596746] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-10T20:19:17.597601] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-10T20:19:17.597671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:17.597727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:17.597756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:17.597813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:17.655288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:17.656157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:17.656238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:17.656269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:17.772048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:17.772199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:17.772243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:17.772269] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:17.775684] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-10T20:19:17.775974] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-10T20:19:17.776100] [INFO ] [sig       ] BHRB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:17.917055] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BHRB.txt
[2025-12-10T20:19:17.917190] [INFO ] [sig       ] [431/3612] Completed BHRB in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:17.917229] [INFO ] [sig       ] [432/3612] Forecasting BHVN...
[2025-12-10T20:19:17.917257] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-10T20:19:17.917286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-10T20:19:17.929689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-10T20:19:17.930006] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-10T20:19:17.930836] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-10T20:19:17.930914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:17.930956] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:17.930991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:17.931067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:17.988350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:17.988980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:17.989057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:17.989087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:18.109564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:18.109747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:18.109790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:18.109818] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:18.113251] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-10T20:19:18.113534] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-10T20:19:18.113677] [INFO ] [sig       ] BHVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:18.256377] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BHVN.txt
[2025-12-10T20:19:18.256515] [INFO ] [sig       ] [432/3612] Completed BHVN in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:18.256554] [INFO ] [sig       ] [433/3612] Forecasting BIAF...
[2025-12-10T20:19:18.256601] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-10T20:19:18.256632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-10T20:19:18.268606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-10T20:19:18.268932] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-10T20:19:18.269724] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-10T20:19:18.269774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:18.269815] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:18.269842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:18.269897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:18.327290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:18.327996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:18.328074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:18.328104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:18.439295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:18.439427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:18.439464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:18.439491] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:18.442760] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-10T20:19:18.443033] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-10T20:19:18.443163] [INFO ] [sig       ] BIAF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:18.586405] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIAF.txt
[2025-12-10T20:19:18.586544] [INFO ] [sig       ] [433/3612] Completed BIAF in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.7m
[2025-12-10T20:19:18.586599] [INFO ] [sig       ] [434/3612] Forecasting BIB...
[2025-12-10T20:19:18.586630] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-10T20:19:18.586658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-10T20:19:18.598367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-10T20:19:18.598702] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-10T20:19:18.599481] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-10T20:19:18.599532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:18.599563] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:18.599609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:18.599666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:18.661947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:18.662700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:18.662777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:18.662809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:18.774343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:18.774461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:18.774499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:18.774527] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:18.777831] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-12-10T20:19:18.778116] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-10T20:19:18.778242] [INFO ] [sig       ] BIB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:18.922432] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIB.txt
[2025-12-10T20:19:18.922625] [INFO ] [sig       ] [434/3612] Completed BIB in 0.3s | 2.84 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-10T20:19:18.922684] [INFO ] [sig       ] [435/3612] Forecasting BIIB...
[2025-12-10T20:19:18.922723] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-10T20:19:18.922754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-10T20:19:18.934478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-10T20:19:18.934797] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-10T20:19:18.935596] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-10T20:19:18.935648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:18.935679] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:18.935705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:18.935761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:18.996094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:18.996856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:18.996955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:18.996986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:19.127596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:19.127765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:19.127840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:19.127868] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:19.131614] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-12-10T20:19:19.131892] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-10T20:19:19.132022] [INFO ] [sig       ] BIIB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:19.277070] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIIB.txt
[2025-12-10T20:19:19.277196] [INFO ] [sig       ] [435/3612] Completed BIIB in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:19.277234] [INFO ] [sig       ] [436/3612] Forecasting BILI...
[2025-12-10T20:19:19.277263] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-10T20:19:19.277291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-10T20:19:19.290170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-10T20:19:19.290491] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-10T20:19:19.291283] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-10T20:19:19.291334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:19.291365] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:19.291391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:19.291447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:19.349862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:19.350525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:19.350621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:19.350654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:19.476476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:19.476653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:19.476692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:19.476720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:19.480049] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=68.08%)
[2025-12-10T20:19:19.480326] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-10T20:19:19.480448] [INFO ] [sig       ] BILI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:19.620458] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BILI.txt
[2025-12-10T20:19:19.620795] [INFO ] [sig       ] [436/3612] Completed BILI in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:19.620836] [INFO ] [sig       ] [437/3612] Forecasting BILL...
[2025-12-10T20:19:19.620870] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-10T20:19:19.620900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-10T20:19:19.634783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-10T20:19:19.635076] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-10T20:19:19.635859] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-10T20:19:19.635908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:19.635939] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:19.635965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:19.636020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:19.697820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:19.698710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:19.698792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:19.698824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:19.829995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:19.830167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:19.830209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:19.830237] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:19.834806] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-10T20:19:19.835144] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-10T20:19:19.835300] [INFO ] [sig       ] BILL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:19.979487] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BILL.txt
[2025-12-10T20:19:19.979660] [INFO ] [sig       ] [437/3612] Completed BILL in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:19.979701] [INFO ] [sig       ] [438/3612] Forecasting BIO...
[2025-12-10T20:19:19.979731] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-10T20:19:19.979760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-10T20:19:19.991321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-10T20:19:19.991724] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-10T20:19:19.992509] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-10T20:19:19.992560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:19.992610] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:19.992637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:19.992692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:20.052468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:20.053412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:20.053504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:20.053536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:20.176550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:20.176719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:20.176757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:20.176784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:20.180549] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-10T20:19:20.180849] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-10T20:19:20.180977] [INFO ] [sig       ] BIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:20.322850] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIO.txt
[2025-12-10T20:19:20.322992] [INFO ] [sig       ] [438/3612] Completed BIO in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:20.323030] [INFO ] [sig       ] [439/3612] Forecasting BIOX...
[2025-12-10T20:19:20.323058] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-10T20:19:20.323117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-10T20:19:20.334910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-10T20:19:20.335216] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-10T20:19:20.336039] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-10T20:19:20.336090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:20.336120] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:20.336145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:20.336199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:20.393050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:20.393953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:20.394035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:20.394067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:20.518774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:20.518940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:20.518982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:20.519009] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:20.522643] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-10T20:19:20.522941] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-10T20:19:20.523089] [INFO ] [sig       ] BIOX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:20.666649] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIOX.txt
[2025-12-10T20:19:20.666785] [INFO ] [sig       ] [439/3612] Completed BIOX in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:20.666824] [INFO ] [sig       ] [440/3612] Forecasting BIP...
[2025-12-10T20:19:20.666852] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-10T20:19:20.666880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-10T20:19:20.678900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-10T20:19:20.679185] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-10T20:19:20.679984] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-10T20:19:20.680034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:20.680065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:20.680091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:20.680146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:20.742222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:20.743121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:20.743208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:20.743247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:20.869790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:20.869932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:20.869970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:20.870015] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:20.873355] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-10T20:19:20.873644] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-10T20:19:20.873768] [INFO ] [sig       ] BIP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:21.026043] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIP.txt
[2025-12-10T20:19:21.026208] [INFO ] [sig       ] [440/3612] Completed BIP in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:21.026248] [INFO ] [sig       ] [441/3612] Forecasting BIPH...
[2025-12-10T20:19:21.026277] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-10T20:19:21.026306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-10T20:19:21.039309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-10T20:19:21.039702] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-10T20:19:21.040486] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-10T20:19:21.040548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:21.040602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:21.040629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:21.040685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:21.102149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:21.103026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:21.103146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:21.103188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:21.210251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:21.210397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:21.210436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:21.210464] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:21.213756] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-10T20:19:21.214035] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-10T20:19:21.214157] [INFO ] [sig       ] BIPH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:21.354461] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BIPH.txt
[2025-12-10T20:19:21.354588] [INFO ] [sig       ] [441/3612] Completed BIPH in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:21.354627] [INFO ] [sig       ] [442/3612] Forecasting BIPI...
[2025-12-10T20:19:21.354655] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-10T20:19:21.354683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-10T20:19:21.366917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-10T20:19:21.367220] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-10T20:19:21.368034] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-10T20:19:21.368085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:21.368115] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:21.368141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:21.368196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:21.426109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:21.426736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:21.426813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:21.426857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:21.539359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:21.539514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:21.539555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:21.539605] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:21.543285] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2025-12-10T20:19:21.543762] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-10T20:19:21.543898] [INFO ] [sig       ] BIPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:21.687010] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BIPI.txt
[2025-12-10T20:19:21.687158] [INFO ] [sig       ] [442/3612] Completed BIPI in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:21.687197] [INFO ] [sig       ] [443/3612] Forecasting BIRD...
[2025-12-10T20:19:21.687226] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-10T20:19:21.687254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-10T20:19:21.699225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-10T20:19:21.699631] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-10T20:19:21.700439] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-10T20:19:21.700493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:21.700527] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:21.700554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:21.700639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:21.761024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:21.761820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:21.761903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:21.761937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:21.884361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:21.884508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:21.884547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:21.884591] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:21.887969] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-10T20:19:21.888264] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-10T20:19:21.888394] [INFO ] [sig       ] BIRD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:22.031523] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BIRD.txt
[2025-12-10T20:19:22.031673] [INFO ] [sig       ] [443/3612] Completed BIRD in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:22.031713] [INFO ] [sig       ] [444/3612] Forecasting BIRK...
[2025-12-10T20:19:22.031740] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-10T20:19:22.031816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-10T20:19:22.043364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-10T20:19:22.043691] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-10T20:19:22.044456] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-10T20:19:22.044506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:22.044537] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:22.044599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:22.044659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:22.106052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:22.106983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:22.107079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:22.107114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:22.233021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:22.233176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:22.233216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:22.233244] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:22.237005] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-10T20:19:22.237273] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-10T20:19:22.237401] [INFO ] [sig       ] BIRK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:22.377193] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIRK.txt
[2025-12-10T20:19:22.377318] [INFO ] [sig       ] [444/3612] Completed BIRK in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:22.377356] [INFO ] [sig       ] [445/3612] Forecasting BITF...
[2025-12-10T20:19:22.377384] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-10T20:19:22.377414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-10T20:19:22.389798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-10T20:19:22.390069] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-10T20:19:22.390843] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-10T20:19:22.390894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:22.390924] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:22.390950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:22.391005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:22.449591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:22.450208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:22.450285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:22.450315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:22.571026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:22.571164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:22.571202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:22.571229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:22.575016] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-10T20:19:22.575291] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-10T20:19:22.575449] [INFO ] [sig       ] BITF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:22.719151] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BITF.txt
[2025-12-10T20:19:22.719287] [INFO ] [sig       ] [445/3612] Completed BITF in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:22.719326] [INFO ] [sig       ] [446/3612] Forecasting BIVI...
[2025-12-10T20:19:22.719356] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-10T20:19:22.719385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-10T20:19:22.731719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-10T20:19:22.732081] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-10T20:19:22.732908] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-10T20:19:22.732960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:22.732990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:22.733016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:22.733076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:22.793014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:22.793901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:22.793982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:22.794014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:22.915774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:22.915928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:22.915976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:22.916007] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:22.919384] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-10T20:19:22.919864] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-10T20:19:22.919988] [INFO ] [sig       ] BIVI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:23.063082] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BIVI.txt
[2025-12-10T20:19:23.063238] [INFO ] [sig       ] [446/3612] Completed BIVI in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:23.063278] [INFO ] [sig       ] [447/3612] Forecasting BJ...
[2025-12-10T20:19:23.063306] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-10T20:19:23.063335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-10T20:19:23.075142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-10T20:19:23.075504] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-10T20:19:23.076394] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-10T20:19:23.076448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:23.076480] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:23.076507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:23.076564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:23.133941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:23.134837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:23.134919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:23.134953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:23.257982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:23.258135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:23.258174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:23.258203] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:23.261952] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-12-10T20:19:23.262225] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-10T20:19:23.262350] [INFO ] [sig       ] BJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:23.400479] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BJ.txt
[2025-12-10T20:19:23.400654] [INFO ] [sig       ] [447/3612] Completed BJ in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.6m
[2025-12-10T20:19:23.400694] [INFO ] [sig       ] [448/3612] Forecasting BJDX...
[2025-12-10T20:19:23.400723] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-10T20:19:23.400760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-10T20:19:23.412410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-10T20:19:23.412784] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-10T20:19:23.413549] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-10T20:19:23.413617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:23.413648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:23.413673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:23.413728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:23.473785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:23.474672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:23.474755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:23.474788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:23.593889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:23.594041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:23.594080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:23.594107] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:23.597606] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-12-10T20:19:23.597932] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-10T20:19:23.598069] [INFO ] [sig       ] BJDX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:23.746718] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BJDX.txt
[2025-12-10T20:19:23.746870] [INFO ] [sig       ] [448/3612] Completed BJDX in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-10T20:19:23.746908] [INFO ] [sig       ] [449/3612] Forecasting BJRI...
[2025-12-10T20:19:23.746936] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-10T20:19:23.746968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-10T20:19:23.759199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-10T20:19:23.759528] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-10T20:19:23.760347] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-10T20:19:23.760398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:23.760430] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:23.760455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:23.760510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:23.818200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:23.819151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:23.819231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:23.819262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:23.940269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:23.940416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:23.940457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:23.940485] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:23.944200] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-10T20:19:23.944477] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-10T20:19:23.944620] [INFO ] [sig       ] BJRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:24.085313] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BJRI.txt
[2025-12-10T20:19:24.085454] [INFO ] [sig       ] [449/3612] Completed BJRI in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-10T20:19:24.085493] [INFO ] [sig       ] [450/3612] Forecasting BK...
[2025-12-10T20:19:24.085520] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-10T20:19:24.085549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-10T20:19:24.097462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-10T20:19:24.097952] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-10T20:19:24.098889] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-10T20:19:24.098939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:24.098973] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:24.098999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:24.099054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:24.156808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:24.157397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:24.157472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:24.157501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:24.279109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:24.279244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:24.279282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:24.279310] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:24.282815] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-10T20:19:24.283081] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-10T20:19:24.283203] [INFO ] [sig       ] BK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:24.429594] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BK.txt
[2025-12-10T20:19:24.429753] [INFO ] [sig       ] [450/3612] Completed BK in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-10T20:19:24.429791] [INFO ] [sig       ] [451/3612] Forecasting BKCH...
[2025-12-10T20:19:24.429820] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-10T20:19:24.429849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-10T20:19:24.441484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-10T20:19:24.441775] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-10T20:19:24.442555] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-10T20:19:24.442623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:24.442654] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:24.442865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:24.442919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:24.502913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:24.503519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:24.503797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:24.503830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:24.622423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:24.622742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:24.622778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:24.622805] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:24.626273] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-10T20:19:24.626539] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-10T20:19:24.626682] [INFO ] [sig       ] BKCH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:24.767686] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BKCH.txt
[2025-12-10T20:19:24.767916] [INFO ] [sig       ] [451/3612] Completed BKCH in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-10T20:19:24.767962] [INFO ] [sig       ] [452/3612] Forecasting BKD...
[2025-12-10T20:19:24.767992] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-10T20:19:24.768021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-10T20:19:24.778989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-10T20:19:24.779261] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-10T20:19:24.780033] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-10T20:19:24.780083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:24.780113] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:24.780138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:24.780192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:24.838665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:24.839469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:24.839550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:24.839600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:24.960038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:24.960215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:24.960253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:24.960280] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:24.963848] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-12-10T20:19:24.964120] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-10T20:19:24.964244] [INFO ] [sig       ] BKD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:25.104757] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BKD.txt
[2025-12-10T20:19:25.104870] [INFO ] [sig       ] [452/3612] Completed BKD in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-10T20:19:25.104907] [INFO ] [sig       ] [453/3612] Forecasting BKE...
[2025-12-10T20:19:25.104934] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-10T20:19:25.104963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-10T20:19:25.119082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-10T20:19:25.119513] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-10T20:19:25.120595] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-10T20:19:25.120656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:25.120697] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:25.120734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:25.120808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:25.187988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:25.189052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:25.189134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:25.189166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:25.312594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:25.312751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:25.312790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:25.312815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:25.316197] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-10T20:19:25.316477] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-10T20:19:25.316630] [INFO ] [sig       ] BKE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:25.454791] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BKE.txt
[2025-12-10T20:19:25.454947] [INFO ] [sig       ] [453/3612] Completed BKE in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:25.454987] [INFO ] [sig       ] [454/3612] Forecasting BKH...
[2025-12-10T20:19:25.455016] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-10T20:19:25.455047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-10T20:19:25.472185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-10T20:19:25.472845] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-10T20:19:25.474017] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-10T20:19:25.474098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:25.474133] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:25.474161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:25.474221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:25.535328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:25.536600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:25.536734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:25.536768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:25.659497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:25.659872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:25.659913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:25.659940] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:25.664229] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-10T20:19:25.664522] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-10T20:19:25.664674] [INFO ] [sig       ] BKH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:25.807042] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BKH.txt
[2025-12-10T20:19:25.807206] [INFO ] [sig       ] [454/3612] Completed BKH in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:25.807248] [INFO ] [sig       ] [455/3612] Forecasting BKN...
[2025-12-10T20:19:25.807277] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-10T20:19:25.807305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-10T20:19:25.818728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-10T20:19:25.819020] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-10T20:19:25.819822] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-10T20:19:25.819872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:25.819902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:25.819930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:25.819987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:25.876181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:25.876823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:25.876900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:25.876932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:25.993896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:25.994043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:25.994080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:25.994106] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:25.997795] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-10T20:19:25.998067] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-10T20:19:25.998191] [INFO ] [sig       ] BKN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:26.138865] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BKN.txt
[2025-12-10T20:19:26.138981] [INFO ] [sig       ] [455/3612] Completed BKN in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:26.139018] [INFO ] [sig       ] [456/3612] Forecasting BKNG...
[2025-12-10T20:19:26.139072] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-10T20:19:26.139102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-10T20:19:26.150057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-10T20:19:26.150340] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-10T20:19:26.151121] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-10T20:19:26.151171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:26.151203] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:26.151229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:26.151283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:26.209944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:26.210832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:26.210915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:26.210947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:26.336046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:26.336190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:26.336228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:26.336255] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:26.339612] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=56.17%)
[2025-12-10T20:19:26.340065] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-10T20:19:26.340192] [INFO ] [sig       ] BKNG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:26.479233] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BKNG.txt
[2025-12-10T20:19:26.479362] [INFO ] [sig       ] [456/3612] Completed BKNG in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:26.479400] [INFO ] [sig       ] [457/3612] Forecasting BKSY...
[2025-12-10T20:19:26.479428] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-10T20:19:26.479458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-10T20:19:26.490541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-10T20:19:26.491036] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-10T20:19:26.491815] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-10T20:19:26.491865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:26.491906] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:26.491933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:26.491988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:26.551733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:26.552594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:26.552678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:26.552708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:26.676705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:26.676854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:26.676892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:26.676919] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:26.680409] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-10T20:19:26.680757] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-10T20:19:26.680899] [INFO ] [sig       ] BKSY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:26.825853] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BKSY.txt
[2025-12-10T20:19:26.826015] [INFO ] [sig       ] [457/3612] Completed BKSY in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:26.826055] [INFO ] [sig       ] [458/3612] Forecasting BL...
[2025-12-10T20:19:26.826083] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-10T20:19:26.826113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-10T20:19:26.837450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-10T20:19:26.837792] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-10T20:19:26.838806] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-10T20:19:26.838857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:26.838888] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:26.838915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:26.838972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:26.899501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:26.900205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:26.900282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:26.900314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:27.023615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:27.023776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:27.023819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:27.023847] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:27.027095] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-10T20:19:27.027361] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-10T20:19:27.027483] [INFO ] [sig       ] BL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:27.166636] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BL.txt
[2025-12-10T20:19:27.166751] [INFO ] [sig       ] [458/3612] Completed BL in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:27.166789] [INFO ] [sig       ] [459/3612] Forecasting BLBD...
[2025-12-10T20:19:27.166816] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-10T20:19:27.166845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-10T20:19:27.178161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-10T20:19:27.178476] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-10T20:19:27.179253] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-10T20:19:27.179303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:27.179333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:27.179359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:27.179444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:27.236723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:27.237338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:27.237415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:27.237450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:27.364266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:27.364440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:27.364504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:27.364556] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:27.369732] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-10T20:19:27.370131] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-10T20:19:27.370316] [INFO ] [sig       ] BLBD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:27.544818] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLBD.txt
[2025-12-10T20:19:27.544949] [INFO ] [sig       ] [459/3612] Completed BLBD in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:27.544988] [INFO ] [sig       ] [460/3612] Forecasting BLCN...
[2025-12-10T20:19:27.545015] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-10T20:19:27.545044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-10T20:19:27.557293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-10T20:19:27.557671] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-10T20:19:27.558483] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-10T20:19:27.558534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:27.558565] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:27.558624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:27.558681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:27.617089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:27.618277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:27.618368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:27.618400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:27.722370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:27.722523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:27.722562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:27.722608] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:27.725940] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-12-10T20:19:27.726214] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-10T20:19:27.726341] [INFO ] [sig       ] BLCN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:27.865532] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLCN.txt
[2025-12-10T20:19:27.865700] [INFO ] [sig       ] [460/3612] Completed BLCN in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:27.865747] [INFO ] [sig       ] [461/3612] Forecasting BLCO...
[2025-12-10T20:19:27.865777] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-10T20:19:27.865807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-10T20:19:27.877486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-10T20:19:27.877857] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-10T20:19:27.878648] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-10T20:19:27.878698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:27.878728] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:27.878754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:27.878809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:27.937348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:27.938251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:27.938343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:27.938375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:28.062020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:28.062169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:28.062209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:28.062237] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:28.065696] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-12-10T20:19:28.065980] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-10T20:19:28.066132] [INFO ] [sig       ] BLCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:28.212694] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLCO.txt
[2025-12-10T20:19:28.212865] [INFO ] [sig       ] [461/3612] Completed BLCO in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:28.212907] [INFO ] [sig       ] [462/3612] Forecasting BLD...
[2025-12-10T20:19:28.212936] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-10T20:19:28.212967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-10T20:19:28.224269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-10T20:19:28.224644] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-10T20:19:28.225442] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-10T20:19:28.225493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:28.225523] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:28.225549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:28.225623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:28.286156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:28.287028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:28.287109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:28.287142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:28.416491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:28.416683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:28.416733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:28.416771] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:28.420420] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-10T20:19:28.420771] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-10T20:19:28.420909] [INFO ] [sig       ] BLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:28.564061] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLD.txt
[2025-12-10T20:19:28.564206] [INFO ] [sig       ] [462/3612] Completed BLD in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.5m
[2025-12-10T20:19:28.564245] [INFO ] [sig       ] [463/3612] Forecasting BLDP...
[2025-12-10T20:19:28.564274] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-10T20:19:28.564305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-10T20:19:28.576225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-10T20:19:28.576512] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-10T20:19:28.577305] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-10T20:19:28.577355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:28.577385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:28.577411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:28.577467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:28.635156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:28.635967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:28.636056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:28.636088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:28.761797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:28.761950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:28.761990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:28.762018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:28.765569] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-10T20:19:28.765888] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-10T20:19:28.766019] [INFO ] [sig       ] BLDP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:28.916078] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLDP.txt
[2025-12-10T20:19:28.916261] [INFO ] [sig       ] [463/3612] Completed BLDP in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:28.916312] [INFO ] [sig       ] [464/3612] Forecasting BLE...
[2025-12-10T20:19:28.916342] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-10T20:19:28.916375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-10T20:19:28.928442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-10T20:19:28.928825] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-10T20:19:28.929644] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-10T20:19:28.929696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:28.929727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:28.929754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:28.929810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:28.990453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:28.991553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:28.991662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:28.991695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:29.113197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:29.113356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:29.113396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:29.113441] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:29.117187] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-12-10T20:19:29.117489] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-10T20:19:29.117646] [INFO ] [sig       ] BLE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:29.261936] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLE.txt
[2025-12-10T20:19:29.262090] [INFO ] [sig       ] [464/3612] Completed BLE in 0.3s | 2.84 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:29.262129] [INFO ] [sig       ] [465/3612] Forecasting BLFS...
[2025-12-10T20:19:29.262157] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-10T20:19:29.262187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-10T20:19:29.274465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-10T20:19:29.274829] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-10T20:19:29.275675] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-10T20:19:29.275728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:29.275761] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:29.275787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:29.275843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:29.334130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:29.334900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:29.334982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:29.335014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:29.457375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:29.457525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:29.457564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:29.457610] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:29.461053] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-10T20:19:29.461332] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-10T20:19:29.461458] [INFO ] [sig       ] BLFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:29.612978] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLFS.txt
[2025-12-10T20:19:29.613107] [INFO ] [sig       ] [465/3612] Completed BLFS in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:29.613146] [INFO ] [sig       ] [466/3612] Forecasting BLFY...
[2025-12-10T20:19:29.613175] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-10T20:19:29.613204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-10T20:19:29.625206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-10T20:19:29.625657] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-10T20:19:29.626467] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-10T20:19:29.626518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:29.626551] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:29.626600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:29.626663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:29.686609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:29.687406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:29.687491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:29.687538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:29.811274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:29.811429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:29.811468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:29.811494] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:29.815097] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-10T20:19:29.815442] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-10T20:19:29.815601] [INFO ] [sig       ] BLFY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:29.964393] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLFY.txt
[2025-12-10T20:19:29.964555] [INFO ] [sig       ] [466/3612] Completed BLFY in 0.4s | 2.84 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:29.964612] [INFO ] [sig       ] [467/3612] Forecasting BLK...
[2025-12-10T20:19:29.964642] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-10T20:19:29.964672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-10T20:19:29.976283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-10T20:19:29.976656] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-10T20:19:29.977431] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-10T20:19:29.977482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:29.977513] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:29.977538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:29.977614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:30.035011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:30.035907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:30.035990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:30.036021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:30.161934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:30.162087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:30.162126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:30.162154] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:30.165882] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-10T20:19:30.166155] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-10T20:19:30.166280] [INFO ] [sig       ] BLK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:30.307670] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLK.txt
[2025-12-10T20:19:30.307896] [INFO ] [sig       ] [467/3612] Completed BLK in 0.3s | 2.85 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:30.307939] [INFO ] [sig       ] [468/3612] Forecasting BLKB...
[2025-12-10T20:19:30.307967] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-10T20:19:30.307999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-10T20:19:30.320200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-10T20:19:30.320555] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-10T20:19:30.321357] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-10T20:19:30.321407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:30.321438] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:30.321477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:30.321539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:30.381058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:30.381911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:30.381994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:30.382026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:30.498289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:30.498426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:30.498464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:30.498491] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:30.502259] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-10T20:19:30.502530] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-10T20:19:30.502679] [INFO ] [sig       ] BLKB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:30.643172] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLKB.txt
[2025-12-10T20:19:30.643311] [INFO ] [sig       ] [468/3612] Completed BLKB in 0.3s | 2.85 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:30.643348] [INFO ] [sig       ] [469/3612] Forecasting BLMN...
[2025-12-10T20:19:30.643375] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-10T20:19:30.643403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-10T20:19:30.654183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-10T20:19:30.654491] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-10T20:19:30.655281] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-10T20:19:30.655332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:30.655362] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:30.655387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:30.655442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:30.711879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:30.712649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:30.712728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:30.712761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:30.833956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:30.834098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:30.834137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:30.834164] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:30.837657] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-10T20:19:30.837952] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-10T20:19:30.838078] [INFO ] [sig       ] BLMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:30.978090] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLMN.txt
[2025-12-10T20:19:30.978252] [INFO ] [sig       ] [469/3612] Completed BLMN in 0.3s | 2.85 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-10T20:19:30.978291] [INFO ] [sig       ] [470/3612] Forecasting BLND...
[2025-12-10T20:19:30.978320] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-10T20:19:30.978349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-10T20:19:30.990786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-10T20:19:30.991175] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-10T20:19:30.992036] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-10T20:19:30.992100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:30.992139] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:30.992165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:30.992221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:31.050941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:31.051784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:31.051865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:31.051899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:31.170856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:31.170984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:31.171021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:31.171049] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:31.174308] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-10T20:19:31.174590] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-10T20:19:31.174716] [INFO ] [sig       ] BLND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:31.318782] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLND.txt
[2025-12-10T20:19:31.318909] [INFO ] [sig       ] [470/3612] Completed BLND in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:31.318947] [INFO ] [sig       ] [471/3612] Forecasting BLNK...
[2025-12-10T20:19:31.318975] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-10T20:19:31.319003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-10T20:19:31.331230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-12-10T20:19:31.331503] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-10T20:19:31.332291] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-10T20:19:31.332342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:31.332374] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:31.332400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:31.332455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:31.390010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:31.390683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:31.390759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:31.390791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:31.511205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:31.511344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:31.511382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:31.511409] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:31.514726] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-10T20:19:31.514997] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-10T20:19:31.515121] [INFO ] [sig       ] BLNK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:31.653176] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLNK.txt
[2025-12-10T20:19:31.653305] [INFO ] [sig       ] [471/3612] Completed BLNK in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:31.653342] [INFO ] [sig       ] [472/3612] Forecasting BLRX...
[2025-12-10T20:19:31.653371] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-10T20:19:31.653406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-10T20:19:31.664827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-10T20:19:31.665187] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-10T20:19:31.665971] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-10T20:19:31.666022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:31.666052] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:31.666079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:31.666135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:31.722946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:31.723540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:31.723637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:31.723669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:31.837689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:31.837834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:31.837872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:31.837899] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:31.841143] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-10T20:19:31.841411] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-10T20:19:31.841536] [INFO ] [sig       ] BLRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:31.987357] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BLRX.txt
[2025-12-10T20:19:31.987496] [INFO ] [sig       ] [472/3612] Completed BLRX in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:31.987566] [INFO ] [sig       ] [473/3612] Forecasting BLTE...
[2025-12-10T20:19:31.987613] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-10T20:19:31.987642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-10T20:19:31.999222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-10T20:19:31.999637] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-10T20:19:32.000472] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-10T20:19:32.000524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:32.000555] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:32.000598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:32.000666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:32.058670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:32.059316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:32.059394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:32.059425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:32.178422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:32.178560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:32.178614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:32.178643] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:32.182094] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-10T20:19:32.182367] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-10T20:19:32.182492] [INFO ] [sig       ] BLTE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:32.323106] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLTE.txt
[2025-12-10T20:19:32.323233] [INFO ] [sig       ] [473/3612] Completed BLTE in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:32.323271] [INFO ] [sig       ] [474/3612] Forecasting BLX...
[2025-12-10T20:19:32.323299] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-10T20:19:32.323328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-10T20:19:32.334998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-10T20:19:32.335313] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-10T20:19:32.336185] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-10T20:19:32.336238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:32.336269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:32.336299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:32.336370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:32.398665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:32.399343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:32.399423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:32.399457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:32.523446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:32.523591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:32.523633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:32.523661] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:32.526986] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-12-10T20:19:32.527260] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-10T20:19:32.527386] [INFO ] [sig       ] BLX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:32.673790] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLX.txt
[2025-12-10T20:19:32.673931] [INFO ] [sig       ] [474/3612] Completed BLX in 0.4s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:32.673971] [INFO ] [sig       ] [475/3612] Forecasting BLZE...
[2025-12-10T20:19:32.673998] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-10T20:19:32.674028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-10T20:19:32.685960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-10T20:19:32.686262] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-10T20:19:32.687075] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-10T20:19:32.687130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:32.687161] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:32.687187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:32.687244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:32.746662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:32.747528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:32.747628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:32.747663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:32.873295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:32.873436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:32.873473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:32.873500] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:32.877161] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=53.79%)
[2025-12-10T20:19:32.877431] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-10T20:19:32.877557] [INFO ] [sig       ] BLZE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:33.019888] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BLZE.txt
[2025-12-10T20:19:33.020025] [INFO ] [sig       ] [475/3612] Completed BLZE in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:33.020064] [INFO ] [sig       ] [476/3612] Forecasting BMA...
[2025-12-10T20:19:33.020092] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-10T20:19:33.020122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-10T20:19:33.030993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-10T20:19:33.031314] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-10T20:19:33.032098] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-10T20:19:33.032149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:33.032180] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:33.032233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:33.032291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:33.093446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:33.094521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:33.094623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:33.094656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:33.215446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:33.215615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:33.215656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:33.215692] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:33.219187] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-10T20:19:33.219470] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-10T20:19:33.219622] [INFO ] [sig       ] BMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:33.374661] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BMA.txt
[2025-12-10T20:19:33.374805] [INFO ] [sig       ] [476/3612] Completed BMA in 0.4s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:33.374844] [INFO ] [sig       ] [477/3612] Forecasting BMBL...
[2025-12-10T20:19:33.374872] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-10T20:19:33.374901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-10T20:19:33.386896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-10T20:19:33.387263] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-10T20:19:33.388147] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-10T20:19:33.388199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:33.388230] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:33.388256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:33.388310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:33.447815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:33.448605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:33.448695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:33.448730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:33.576227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:33.576377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:33.576416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:33.576445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:33.579900] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-12-10T20:19:33.580200] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-10T20:19:33.580337] [INFO ] [sig       ] BMBL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:33.725281] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BMBL.txt
[2025-12-10T20:19:33.725419] [INFO ] [sig       ] [477/3612] Completed BMBL in 0.4s | 2.85 sym/s | Total: 2.8m | ETA: 18.4m
[2025-12-10T20:19:33.725459] [INFO ] [sig       ] [478/3612] Forecasting BME...
[2025-12-10T20:19:33.725487] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-10T20:19:33.725517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-10T20:19:33.737132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-10T20:19:33.737453] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-10T20:19:33.738269] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-10T20:19:33.738319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:33.738349] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:33.738375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:33.738429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:33.796497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:33.797482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:33.797568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:33.797620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:33.918926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:33.919079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:33.919121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:33.919148] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:33.922637] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2025-12-10T20:19:33.922930] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-10T20:19:33.923056] [INFO ] [sig       ] BME: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:34.071831] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BME.txt
[2025-12-10T20:19:34.071985] [INFO ] [sig       ] [478/3612] Completed BME in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:34.072024] [INFO ] [sig       ] [479/3612] Forecasting BMEZ...
[2025-12-10T20:19:34.072051] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-10T20:19:34.072082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-10T20:19:34.085154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-10T20:19:34.085522] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-10T20:19:34.086496] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-10T20:19:34.086547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:34.086595] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:34.086624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:34.086679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:34.145936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:34.146825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:34.146910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:34.146944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:34.271279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:34.271431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:34.271470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:34.271498] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:34.275079] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-10T20:19:34.275351] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-10T20:19:34.275476] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:34.424415] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BMEZ.txt
[2025-12-10T20:19:34.424566] [INFO ] [sig       ] [479/3612] Completed BMEZ in 0.4s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:34.424624] [INFO ] [sig       ] [480/3612] Forecasting BMI...
[2025-12-10T20:19:34.424652] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-10T20:19:34.424681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-10T20:19:34.437383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-10T20:19:34.437745] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-10T20:19:34.438544] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-10T20:19:34.438619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:34.438657] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:34.438685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:34.438741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:34.498127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:34.498806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:34.498886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:34.498919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:34.623139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:34.623290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:34.623329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:34.623356] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:34.627089] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-10T20:19:34.627380] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-10T20:19:34.627509] [INFO ] [sig       ] BMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:34.768273] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BMI.txt
[2025-12-10T20:19:34.768403] [INFO ] [sig       ] [480/3612] Completed BMI in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:34.768441] [INFO ] [sig       ] [481/3612] Forecasting BMO...
[2025-12-10T20:19:34.768468] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-10T20:19:34.768498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-10T20:19:34.779979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-10T20:19:34.780282] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-10T20:19:34.781136] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-10T20:19:34.781198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:34.781231] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:34.781258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:34.781315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:34.839861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:34.840563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:34.840659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:34.840693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:34.966316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:34.966463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:34.966502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:34.966529] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:34.969882] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-10T20:19:34.970152] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-10T20:19:34.970272] [INFO ] [sig       ] BMO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:35.115628] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BMO.txt
[2025-12-10T20:19:35.115785] [INFO ] [sig       ] [481/3612] Completed BMO in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:35.115824] [INFO ] [sig       ] [482/3612] Forecasting BMRA...
[2025-12-10T20:19:35.115853] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-10T20:19:35.115883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-10T20:19:35.128514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-10T20:19:35.128879] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-10T20:19:35.129658] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-10T20:19:35.129709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:35.129739] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:35.129766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:35.129821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:35.189831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:35.190699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:35.190781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:35.190814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:35.310355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:35.310504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:35.310543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:35.310587] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:35.313891] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-10T20:19:35.314159] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-10T20:19:35.314283] [INFO ] [sig       ] BMRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:35.454946] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BMRA.txt
[2025-12-10T20:19:35.455064] [INFO ] [sig       ] [482/3612] Completed BMRA in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:35.455102] [INFO ] [sig       ] [483/3612] Forecasting BMRC...
[2025-12-10T20:19:35.455130] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-10T20:19:35.455158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-10T20:19:35.466930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-10T20:19:35.467240] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-10T20:19:35.468105] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-10T20:19:35.468157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:35.468189] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:35.468214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:35.468271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:35.529463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:35.530438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:35.530519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:35.530551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:35.650891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:35.651038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:35.651076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:35.651103] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:35.654457] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-10T20:19:35.654760] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-10T20:19:35.654894] [INFO ] [sig       ] BMRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:35.799303] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BMRC.txt
[2025-12-10T20:19:35.799431] [INFO ] [sig       ] [483/3612] Completed BMRC in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:35.799470] [INFO ] [sig       ] [484/3612] Forecasting BMRN...
[2025-12-10T20:19:35.799498] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-10T20:19:35.799529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-10T20:19:35.810776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-10T20:19:35.811081] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-10T20:19:35.811868] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-10T20:19:35.811918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:35.811948] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:35.811975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:35.812030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:35.872173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:35.873048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:35.873133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:35.873166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:35.986865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:35.987010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:35.987047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:35.987075] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:35.990377] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=99.93%)
[2025-12-10T20:19:35.990673] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-10T20:19:35.990797] [INFO ] [sig       ] BMRN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:36.137417] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BMRN.txt
[2025-12-10T20:19:36.137568] [INFO ] [sig       ] [484/3612] Completed BMRN in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:36.137635] [INFO ] [sig       ] [485/3612] Forecasting BMY...
[2025-12-10T20:19:36.137665] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-10T20:19:36.137695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-10T20:19:36.149949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-10T20:19:36.150317] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-10T20:19:36.151143] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-10T20:19:36.151196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:36.151228] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:36.151255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:36.151312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:36.216956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:36.217866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:36.217950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:36.217984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:36.345340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:36.345485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:36.345524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:36.345551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:36.349038] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-10T20:19:36.349311] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-10T20:19:36.349433] [INFO ] [sig       ] BMY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:36.494500] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BMY.txt
[2025-12-10T20:19:36.494648] [INFO ] [sig       ] [485/3612] Completed BMY in 0.4s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:36.494687] [INFO ] [sig       ] [486/3612] Forecasting BN...
[2025-12-10T20:19:36.494715] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-10T20:19:36.494745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-10T20:19:36.507303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-10T20:19:36.507620] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-10T20:19:36.508423] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-10T20:19:36.508473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:36.508504] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:36.508530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:36.508606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:36.566151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:36.567074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:36.567185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:36.567217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:36.695146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:36.695294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:36.695332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:36.695360] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:36.698747] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-12-10T20:19:36.699031] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-10T20:19:36.699179] [INFO ] [sig       ] BN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:36.839699] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BN.txt
[2025-12-10T20:19:36.839837] [INFO ] [sig       ] [486/3612] Completed BN in 0.3s | 2.85 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-10T20:19:36.839877] [INFO ] [sig       ] [487/3612] Forecasting BND...
[2025-12-10T20:19:36.839905] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-10T20:19:36.839934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-10T20:19:36.851958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-10T20:19:36.852241] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-10T20:19:36.853063] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-10T20:19:36.853114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:36.853144] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:36.853170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:36.853224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:36.917754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:36.918976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:36.919058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:36.919091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:37.048173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:37.048322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:37.048362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:37.048397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:37.051887] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-10T20:19:37.052165] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-10T20:19:37.052292] [INFO ] [sig       ] BND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:37.199233] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BND.txt
[2025-12-10T20:19:37.199373] [INFO ] [sig       ] [487/3612] Completed BND in 0.4s | 2.85 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:37.199412] [INFO ] [sig       ] [488/3612] Forecasting BNDX...
[2025-12-10T20:19:37.199440] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-10T20:19:37.199470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-10T20:19:37.210844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-10T20:19:37.211147] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-10T20:19:37.211941] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-10T20:19:37.211992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:37.212024] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:37.212050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:37.212106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:37.276008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:37.276851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:37.277122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:37.277153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:37.403671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:37.403817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:37.403871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:37.403898] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:37.407218] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-10T20:19:37.407490] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-10T20:19:37.407630] [INFO ] [sig       ] BNDX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:37.549501] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNDX.txt
[2025-12-10T20:19:37.549655] [INFO ] [sig       ] [488/3612] Completed BNDX in 0.4s | 2.85 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:37.549704] [INFO ] [sig       ] [489/3612] Forecasting BNED...
[2025-12-10T20:19:37.549738] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-10T20:19:37.549772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-10T20:19:37.561437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-10T20:19:37.561779] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-10T20:19:37.562627] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-10T20:19:37.562680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:37.562712] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:37.562739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:37.562794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:37.621424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:37.622174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:37.622252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:37.622283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:37.738057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:37.738212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:37.738251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:37.738278] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:37.742174] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-10T20:19:37.742454] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-10T20:19:37.742600] [INFO ] [sig       ] BNED: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:37.890659] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BNED.txt
[2025-12-10T20:19:37.891022] [INFO ] [sig       ] [489/3612] Completed BNED in 0.3s | 2.85 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:37.891061] [INFO ] [sig       ] [490/3612] Forecasting BNGO...
[2025-12-10T20:19:37.891089] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-10T20:19:37.891118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-10T20:19:37.903456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-10T20:19:37.903879] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-10T20:19:37.904756] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-10T20:19:37.904809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:37.904842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:37.904870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:37.904930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:37.965908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:37.966786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:37.966888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:37.966921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:38.093217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:38.093382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:38.093422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:38.093449] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:38.097434] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-10T20:19:38.097740] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-10T20:19:38.098061] [INFO ] [sig       ] BNGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:38.243253] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNGO.txt
[2025-12-10T20:19:38.243410] [INFO ] [sig       ] [490/3612] Completed BNGO in 0.4s | 2.85 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:38.243453] [INFO ] [sig       ] [491/3612] Forecasting BNH...
[2025-12-10T20:19:38.243483] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-10T20:19:38.243515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-10T20:19:38.260344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-10T20:19:38.260910] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-10T20:19:38.262244] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-10T20:19:38.262328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:38.262381] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:38.262429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:38.262520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:38.355421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:38.356667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:38.356796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:38.356851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:38.532044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:38.532229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:38.532283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:38.532320] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:38.537776] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-10T20:19:38.538354] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-10T20:19:38.538617] [INFO ] [sig       ] BNH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:38.781153] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BNH.txt
[2025-12-10T20:19:38.781393] [INFO ] [sig       ] [491/3612] Completed BNH in 0.5s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:38.781460] [INFO ] [sig       ] [492/3612] Forecasting BNJ...
[2025-12-10T20:19:38.781510] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-10T20:19:38.781559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-10T20:19:38.800150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-10T20:19:38.803304] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-10T20:19:38.804842] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-10T20:19:38.804913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:38.804979] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:38.805020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:38.805104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:38.901019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:38.902284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:38.902413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:38.902452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:39.058766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:39.058965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:39.059030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:39.059079] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:39.064949] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-10T20:19:39.065523] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-10T20:19:39.065772] [INFO ] [sig       ] BNJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:39.285153] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNJ.txt
[2025-12-10T20:19:39.285386] [INFO ] [sig       ] [492/3612] Completed BNJ in 0.5s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:39.285453] [INFO ] [sig       ] [493/3612] Forecasting BNL...
[2025-12-10T20:19:39.285503] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-10T20:19:39.285554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-10T20:19:39.302742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-10T20:19:39.303269] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-10T20:19:39.304495] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-10T20:19:39.304567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:39.304689] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:39.304733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:39.304826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:39.371019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:39.372258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:39.372372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:39.372425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:39.498707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:39.498867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:39.498906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:39.498932] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:39.502495] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-10T20:19:39.502870] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-10T20:19:39.503018] [INFO ] [sig       ] BNL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:39.654759] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNL.txt
[2025-12-10T20:19:39.654931] [INFO ] [sig       ] [493/3612] Completed BNL in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:39.654979] [INFO ] [sig       ] [494/3612] Forecasting BNRG...
[2025-12-10T20:19:39.655009] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-10T20:19:39.655041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-10T20:19:39.667595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-10T20:19:39.668060] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-10T20:19:39.669034] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-10T20:19:39.669119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:39.669152] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:39.669179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:39.669239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:39.730073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:39.730970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:39.731058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:39.731091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:39.861041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:39.861192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:39.861232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:39.861260] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:39.864862] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=66.34%)
[2025-12-10T20:19:39.865149] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-10T20:19:39.865279] [INFO ] [sig       ] BNRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:40.022065] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNRG.txt
[2025-12-10T20:19:40.022237] [INFO ] [sig       ] [494/3612] Completed BNRG in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:40.022279] [INFO ] [sig       ] [495/3612] Forecasting BNS...
[2025-12-10T20:19:40.022310] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-10T20:19:40.022341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-10T20:19:40.034539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-10T20:19:40.035147] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-10T20:19:40.036265] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-10T20:19:40.036320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:40.036354] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:40.036381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:40.036438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:40.108891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:40.109831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:40.109914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:40.109945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:40.232497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:40.232646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:40.232686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:40.232713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:40.235992] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-10T20:19:40.236262] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-10T20:19:40.236385] [INFO ] [sig       ] BNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:40.377585] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BNS.txt
[2025-12-10T20:19:40.377752] [INFO ] [sig       ] [495/3612] Completed BNS in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:40.377796] [INFO ] [sig       ] [496/3612] Forecasting BNTC...
[2025-12-10T20:19:40.377824] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-10T20:19:40.377873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-10T20:19:40.390153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-10T20:19:40.390500] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-10T20:19:40.391291] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-10T20:19:40.391341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:40.391372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:40.391397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:40.391456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:40.448343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:40.449062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:40.449140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:40.449171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:40.573775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:40.573925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:40.573963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:40.574024] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:40.577426] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-12-10T20:19:40.577756] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-10T20:19:40.577903] [INFO ] [sig       ] BNTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:40.732659] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BNTC.txt
[2025-12-10T20:19:40.732811] [INFO ] [sig       ] [496/3612] Completed BNTC in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:40.732851] [INFO ] [sig       ] [497/3612] Forecasting BNTX...
[2025-12-10T20:19:40.732880] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-10T20:19:40.732911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-10T20:19:40.746423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-10T20:19:40.746782] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-10T20:19:40.747815] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-10T20:19:40.748052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:40.748082] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:40.748108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:40.748163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:40.807036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:40.807765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:40.807847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:40.807877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:40.931008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:40.931145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:40.931183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:40.931211] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:40.934522] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-10T20:19:40.934810] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-10T20:19:40.934934] [INFO ] [sig       ] BNTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:41.073321] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNTX.txt
[2025-12-10T20:19:41.073455] [INFO ] [sig       ] [497/3612] Completed BNTX in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:41.073494] [INFO ] [sig       ] [498/3612] Forecasting BNY...
[2025-12-10T20:19:41.073522] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-10T20:19:41.073552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-10T20:19:41.085079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-10T20:19:41.085423] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-10T20:19:41.086223] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-10T20:19:41.086273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:41.086303] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:41.086328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:41.086385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:41.142125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:41.142894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:41.142974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:41.143005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:41.260394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:41.260545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:41.260599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:41.260630] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:41.263932] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-10T20:19:41.264219] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-10T20:19:41.264345] [INFO ] [sig       ] BNY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:41.420957] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BNY.txt
[2025-12-10T20:19:41.421100] [INFO ] [sig       ] [498/3612] Completed BNY in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:41.421139] [INFO ] [sig       ] [499/3612] Forecasting BNZI...
[2025-12-10T20:19:41.421166] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-10T20:19:41.421197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-10T20:19:41.433792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-10T20:19:41.434173] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-10T20:19:41.435082] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-10T20:19:41.435134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:41.435170] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:41.435210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:41.435282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:41.502325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:41.503290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:41.503398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:41.503435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:41.628352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:41.628500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:41.628540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:41.628567] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:41.632068] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: UP (p=67.99%)
[2025-12-10T20:19:41.632350] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-10T20:19:41.632490] [INFO ] [sig       ] BNZI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:41.777584] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BNZI.txt
[2025-12-10T20:19:41.777728] [INFO ] [sig       ] [499/3612] Completed BNZI in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:41.777770] [INFO ] [sig       ] [500/3612] Forecasting BOC...
[2025-12-10T20:19:41.777799] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-10T20:19:41.777828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-10T20:19:41.789964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-10T20:19:41.790380] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-10T20:19:41.791219] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-10T20:19:41.791271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:41.791301] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:41.791327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:41.791382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:41.848539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:41.849429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:41.849510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:41.849541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:41.981118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:41.981259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:41.981298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:41.981326] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:41.984832] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-10T20:19:41.985120] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-10T20:19:41.985249] [INFO ] [sig       ] BOC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:42.134227] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOC.txt
[2025-12-10T20:19:42.134382] [INFO ] [sig       ] [500/3612] Completed BOC in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.3m
[2025-12-10T20:19:42.134422] [INFO ] [sig       ] [501/3612] Forecasting BOE...
[2025-12-10T20:19:42.134450] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-10T20:19:42.134480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-10T20:19:42.147283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-10T20:19:42.147602] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-10T20:19:42.148642] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-10T20:19:42.148692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:42.148723] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:42.148747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:42.148806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:42.208336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:42.209234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:42.209318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:42.209352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:42.327157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:42.327297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:42.327334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:42.327361] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:42.330744] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-10T20:19:42.331018] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-10T20:19:42.331140] [INFO ] [sig       ] BOE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:42.471904] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BOE.txt
[2025-12-10T20:19:42.472046] [INFO ] [sig       ] [501/3612] Completed BOE in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-10T20:19:42.472085] [INFO ] [sig       ] [502/3612] Forecasting BOF...
[2025-12-10T20:19:42.472114] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-10T20:19:42.472145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-10T20:19:42.491098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-10T20:19:42.491409] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-10T20:19:42.492187] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-10T20:19:42.492238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:42.492270] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:42.492296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:42.492352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:42.548379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:42.549304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:42.549387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:42.549420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:42.672431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:42.672598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:42.672639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:42.672668] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:42.675969] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-10T20:19:42.676243] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-10T20:19:42.676369] [INFO ] [sig       ] BOF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:42.817172] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOF.txt
[2025-12-10T20:19:42.817331] [INFO ] [sig       ] [502/3612] Completed BOF in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-10T20:19:42.817373] [INFO ] [sig       ] [503/3612] Forecasting BOH...
[2025-12-10T20:19:42.817403] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-10T20:19:42.817434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-10T20:19:42.832160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-10T20:19:42.832593] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-10T20:19:42.833415] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-10T20:19:42.833466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:42.833497] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:42.833525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:42.833598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:42.892399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:42.893351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:42.893446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:42.893523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:43.013251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:43.013401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:43.013439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:43.013467] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:43.016840] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-10T20:19:43.017120] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-10T20:19:43.017258] [INFO ] [sig       ] BOH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:43.155893] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOH.txt
[2025-12-10T20:19:43.156034] [INFO ] [sig       ] [503/3612] Completed BOH in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-10T20:19:43.156072] [INFO ] [sig       ] [504/3612] Forecasting BOKF...
[2025-12-10T20:19:43.156101] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-10T20:19:43.156131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-10T20:19:43.167974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-10T20:19:43.168362] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-10T20:19:43.169180] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-10T20:19:43.169233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:43.169266] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:43.169293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:43.169350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:43.227929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:43.228823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:43.228908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:43.228942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:43.351349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:43.351500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:43.351541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:43.351587] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:43.354981] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-10T20:19:43.355259] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-10T20:19:43.355388] [INFO ] [sig       ] BOKF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:43.498419] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOKF.txt
[2025-12-10T20:19:43.498584] [INFO ] [sig       ] [504/3612] Completed BOKF in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:43.498628] [INFO ] [sig       ] [505/3612] Forecasting BOLD...
[2025-12-10T20:19:43.498658] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-10T20:19:43.498688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-10T20:19:43.510881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-10T20:19:43.511292] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-10T20:19:43.512169] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-10T20:19:43.512233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:43.512267] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:43.512294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:43.512351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:43.576213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:43.577213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:43.577306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:43.577341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:43.700671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:43.700822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:43.700862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:43.700890] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:43.704381] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-10T20:19:43.704680] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-10T20:19:43.704812] [INFO ] [sig       ] BOLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:43.847585] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOLD.txt
[2025-12-10T20:19:43.847759] [INFO ] [sig       ] [505/3612] Completed BOLD in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:43.847814] [INFO ] [sig       ] [506/3612] Forecasting BOND...
[2025-12-10T20:19:43.847843] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-10T20:19:43.847882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-10T20:19:43.859372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-10T20:19:43.859686] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-10T20:19:43.860448] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-10T20:19:43.860497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:43.860528] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:43.860555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:43.860647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:43.920137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:43.920877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:43.920960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:43.920994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:44.053969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:44.054131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:44.054176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:44.054204] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:44.057831] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-10T20:19:44.058151] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-10T20:19:44.058287] [INFO ] [sig       ] BOND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:44.209511] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BOND.txt
[2025-12-10T20:19:44.209733] [INFO ] [sig       ] [506/3612] Completed BOND in 0.4s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:44.209778] [INFO ] [sig       ] [507/3612] Forecasting BOOM...
[2025-12-10T20:19:44.209809] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-10T20:19:44.209842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-10T20:19:44.225633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-10T20:19:44.226105] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-10T20:19:44.226979] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-10T20:19:44.227031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:44.227065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:44.227102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:44.227169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:44.288843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:44.289748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:44.289835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:44.289871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:44.411332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:44.411481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:44.411520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:44.411547] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:44.414990] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2025-12-10T20:19:44.415265] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-10T20:19:44.415391] [INFO ] [sig       ] BOOM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:44.558104] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOOM.txt
[2025-12-10T20:19:44.558230] [INFO ] [sig       ] [507/3612] Completed BOOM in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:44.558268] [INFO ] [sig       ] [508/3612] Forecasting BOTZ...
[2025-12-10T20:19:44.558296] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-10T20:19:44.558326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-10T20:19:44.569997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-10T20:19:44.570289] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-10T20:19:44.571073] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-10T20:19:44.571123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:44.571154] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:44.571180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:44.571235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:44.631256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:44.632098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:44.632182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:44.632215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:44.754910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:44.755064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:44.755102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:44.755131] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:44.758627] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-10T20:19:44.758950] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-10T20:19:44.759086] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:44.904990] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BOTZ.txt
[2025-12-10T20:19:44.905124] [INFO ] [sig       ] [508/3612] Completed BOTZ in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:44.905169] [INFO ] [sig       ] [509/3612] Forecasting BOX...
[2025-12-10T20:19:44.905197] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-10T20:19:44.905227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-10T20:19:44.917515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-10T20:19:44.917825] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-10T20:19:44.918606] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-10T20:19:44.918656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:44.918687] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:44.918713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:44.918767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:44.977505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:44.978364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:44.978444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:44.978476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:45.099927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:45.100077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:45.100116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:45.100146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:45.104092] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2025-12-10T20:19:45.104370] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-10T20:19:45.104495] [INFO ] [sig       ] BOX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:45.255548] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BOX.txt
[2025-12-10T20:19:45.255780] [INFO ] [sig       ] [509/3612] Completed BOX in 0.4s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:45.255836] [INFO ] [sig       ] [510/3612] Forecasting BP...
[2025-12-10T20:19:45.255878] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-10T20:19:45.255922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-10T20:19:45.272913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-10T20:19:45.273541] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-10T20:19:45.274639] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-10T20:19:45.274703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:45.274782] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:45.274825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:45.274914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:45.336532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:45.337597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:45.337682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:45.337740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:45.461827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:45.461970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:45.462008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:45.462036] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:45.465477] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-12-10T20:19:45.465773] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-10T20:19:45.465921] [INFO ] [sig       ] BP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:45.611600] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BP.txt
[2025-12-10T20:19:45.611721] [INFO ] [sig       ] [510/3612] Completed BP in 0.4s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:45.611758] [INFO ] [sig       ] [511/3612] Forecasting BPOP...
[2025-12-10T20:19:45.611786] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-10T20:19:45.611815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-10T20:19:45.624974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-10T20:19:45.625260] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-10T20:19:45.626238] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-10T20:19:45.626288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:45.626320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:45.626346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:45.626401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:45.688476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:45.689533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:45.689638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:45.689673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:45.814112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:45.814246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:45.814285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:45.814314] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:45.817936] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-10T20:19:45.818415] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-10T20:19:45.818542] [INFO ] [sig       ] BPOP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:45.966703] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BPOP.txt
[2025-12-10T20:19:45.966845] [INFO ] [sig       ] [511/3612] Completed BPOP in 0.4s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:45.966884] [INFO ] [sig       ] [512/3612] Forecasting BPRN...
[2025-12-10T20:19:45.966912] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-10T20:19:45.966942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-10T20:19:45.977507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-10T20:19:45.977950] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-10T20:19:45.978735] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-10T20:19:45.978785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:45.978816] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:45.978841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:45.978901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:46.040065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:46.040779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:46.040859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:46.040891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:46.143273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:46.143396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:46.143452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:46.143481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:46.146754] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-10T20:19:46.147031] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-10T20:19:46.147159] [INFO ] [sig       ] BPRN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:46.295728] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BPRN.txt
[2025-12-10T20:19:46.295876] [INFO ] [sig       ] [512/3612] Completed BPRN in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:46.295918] [INFO ] [sig       ] [513/3612] Forecasting BPYPM...
[2025-12-10T20:19:46.295946] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-10T20:19:46.295976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-10T20:19:46.308194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-10T20:19:46.308544] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-10T20:19:46.309384] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-10T20:19:46.309437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:46.309470] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:46.309528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:46.309617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:46.369658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:46.370356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:46.370446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:46.370480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:46.478407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:46.478544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:46.478606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:46.478665] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:46.482260] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-12-10T20:19:46.482541] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-10T20:19:46.482687] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:46.625200] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BPYPM.txt
[2025-12-10T20:19:46.625326] [INFO ] [sig       ] [513/3612] Completed BPYPM in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:46.625366] [INFO ] [sig       ] [514/3612] Forecasting BPYPO...
[2025-12-10T20:19:46.625395] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-10T20:19:46.625424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-10T20:19:46.636692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-10T20:19:46.637008] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-10T20:19:46.637821] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-10T20:19:46.637872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:46.637902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:46.637928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:46.637983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:46.697260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:46.698112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:46.698191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:46.698222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:46.798079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:46.798219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:46.798258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:46.798285] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:46.801597] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-10T20:19:46.801869] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-10T20:19:46.801994] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:46.949832] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BPYPO.txt
[2025-12-10T20:19:46.949988] [INFO ] [sig       ] [514/3612] Completed BPYPO in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:46.950027] [INFO ] [sig       ] [515/3612] Forecasting BPYPP...
[2025-12-10T20:19:46.950056] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-10T20:19:46.950086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-10T20:19:46.964316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-10T20:19:46.964678] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-10T20:19:46.965497] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-10T20:19:46.965548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:46.965607] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:46.965638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:46.965695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:47.032814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:47.033720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:47.033801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:47.033834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:47.141321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:47.141450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:47.141490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:47.141519] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:47.144885] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-10T20:19:47.145165] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-10T20:19:47.145289] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:47.287757] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BPYPP.txt
[2025-12-10T20:19:47.287910] [INFO ] [sig       ] [515/3612] Completed BPYPP in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.2m
[2025-12-10T20:19:47.287949] [INFO ] [sig       ] [516/3612] Forecasting BRAG...
[2025-12-10T20:19:47.287977] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-10T20:19:47.288008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-10T20:19:47.299837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-10T20:19:47.300242] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-10T20:19:47.301113] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-10T20:19:47.301165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:47.301209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:47.301237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:47.301293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:47.361222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:47.362091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:47.362172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:47.362204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:47.479407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:47.479537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:47.479590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:47.479620] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:47.482884] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=43.60%)
[2025-12-10T20:19:47.483156] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-10T20:19:47.483279] [INFO ] [sig       ] BRAG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:47.624018] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BRAG.txt
[2025-12-10T20:19:47.624148] [INFO ] [sig       ] [516/3612] Completed BRAG in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.1m
[2025-12-10T20:19:47.624186] [INFO ] [sig       ] [517/3612] Forecasting BRC...
[2025-12-10T20:19:47.624214] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-10T20:19:47.624244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-10T20:19:47.638999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-10T20:19:47.639355] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-10T20:19:47.640158] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-10T20:19:47.640207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:47.640384] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:47.640409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:47.640464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:47.699334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:47.700060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:47.700139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:47.700169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:47.819743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:47.819872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:47.819911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:47.819945] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:47.823255] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2025-12-10T20:19:47.823522] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-10T20:19:47.823704] [INFO ] [sig       ] BRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:47.965685] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BRC.txt
[2025-12-10T20:19:47.965837] [INFO ] [sig       ] [517/3612] Completed BRC in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.1m
[2025-12-10T20:19:47.965876] [INFO ] [sig       ] [518/3612] Forecasting BRCC...
[2025-12-10T20:19:47.965905] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-10T20:19:47.965935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-10T20:19:47.978881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-10T20:19:47.979196] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-10T20:19:47.980165] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-10T20:19:47.980214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:47.980245] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:47.980270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:47.980330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:48.038202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:48.038870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:48.038946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:48.038977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:48.162155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:48.162290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:48.162328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:48.162354] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:48.165684] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-10T20:19:48.165952] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-10T20:19:48.166078] [INFO ] [sig       ] BRCC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:48.305924] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BRCC.txt
[2025-12-10T20:19:48.306048] [INFO ] [sig       ] [518/3612] Completed BRCC in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.1m
[2025-12-10T20:19:48.306086] [INFO ] [sig       ] [519/3612] Forecasting BRO...
[2025-12-10T20:19:48.306113] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-10T20:19:48.306143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-10T20:19:48.318243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-10T20:19:48.318534] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-10T20:19:48.319321] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-10T20:19:48.319371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:48.319401] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:48.319427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:48.319482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:48.375968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:48.376666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:48.376743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:48.376775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:48.500147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:48.500281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:48.500320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:48.500347] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:48.503663] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-10T20:19:48.503941] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-10T20:19:48.504063] [INFO ] [sig       ] BRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:48.649737] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BRO.txt
[2025-12-10T20:19:48.649863] [INFO ] [sig       ] [519/3612] Completed BRO in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.1m
[2025-12-10T20:19:48.649907] [INFO ] [sig       ] [520/3612] Forecasting BROS...
[2025-12-10T20:19:48.649937] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-10T20:19:48.649966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-10T20:19:48.662331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-10T20:19:48.662639] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-10T20:19:48.663392] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-10T20:19:48.663442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:48.663472] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:48.663498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:48.663553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:48.724465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:48.725187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:48.725307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:48.725340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:48.844411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:48.844590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:48.844632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:48.844659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:48.848455] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-10T20:19:48.848857] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-10T20:19:48.849020] [INFO ] [sig       ] BROS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:48.989743] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BROS.txt
[2025-12-10T20:19:48.989894] [INFO ] [sig       ] [520/3612] Completed BROS in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 18.1m
[2025-12-10T20:19:48.989933] [INFO ] [sig       ] [521/3612] Forecasting BRSP...
[2025-12-10T20:19:48.989962] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-10T20:19:48.989997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-10T20:19:49.000968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-10T20:19:49.001309] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-10T20:19:49.002124] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-10T20:19:49.002175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:49.002207] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:49.002232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:49.002288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:49.060710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:49.061558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:49.061660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:49.061695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:49.183617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:49.183776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:49.183818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:49.183848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:49.187377] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-10T20:19:49.187729] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-10T20:19:49.187886] [INFO ] [sig       ] BRSP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:49.337232] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BRSP.txt
[2025-12-10T20:19:49.337409] [INFO ] [sig       ] [521/3612] Completed BRSP in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:49.337449] [INFO ] [sig       ] [522/3612] Forecasting BRX...
[2025-12-10T20:19:49.337477] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-10T20:19:49.337505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-10T20:19:49.349920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-10T20:19:49.350346] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-10T20:19:49.351438] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-10T20:19:49.351525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:49.351560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:49.351627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:49.351689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:49.411568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:49.412444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:49.412526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:49.412560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:49.531031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:49.531179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:49.531216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:49.531244] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:49.534588] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-10T20:19:49.534858] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-10T20:19:49.534980] [INFO ] [sig       ] BRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:49.719850] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BRX.txt
[2025-12-10T20:19:49.719992] [INFO ] [sig       ] [522/3612] Completed BRX in 0.4s | 2.84 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:49.720034] [INFO ] [sig       ] [523/3612] Forecasting BRY...
[2025-12-10T20:19:49.720062] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-10T20:19:49.720092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-10T20:19:49.731181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-10T20:19:49.731468] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-10T20:19:49.732249] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-10T20:19:49.732300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:49.732331] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:49.732357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:49.732412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:49.789259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:49.789920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:49.789997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:49.790032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:49.908346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:49.908492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:49.908529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:49.908591] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:49.911929] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-10T20:19:49.912204] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-10T20:19:49.912329] [INFO ] [sig       ] BRY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:50.054220] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BRY.txt
[2025-12-10T20:19:50.054379] [INFO ] [sig       ] [523/3612] Completed BRY in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:50.054418] [INFO ] [sig       ] [524/3612] Forecasting BRZE...
[2025-12-10T20:19:50.054446] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-10T20:19:50.054475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-10T20:19:50.065562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-10T20:19:50.065869] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-10T20:19:50.066659] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-10T20:19:50.066710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:50.066741] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:50.066767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:50.066822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:50.124020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:50.124797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:50.124878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:50.124911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:50.248928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:50.249080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:50.249118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:50.249146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:50.252501] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-10T20:19:50.252812] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-10T20:19:50.252946] [INFO ] [sig       ] BRZE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:50.394390] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BRZE.txt
[2025-12-10T20:19:50.394554] [INFO ] [sig       ] [524/3612] Completed BRZE in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:50.394613] [INFO ] [sig       ] [525/3612] Forecasting BSAC...
[2025-12-10T20:19:50.394642] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-10T20:19:50.394673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-10T20:19:50.406537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-10T20:19:50.406970] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-10T20:19:50.407876] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-10T20:19:50.407932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:50.407963] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:50.407990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:50.408045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:50.466801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:50.467781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:50.467861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:50.467904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:50.588151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:50.588272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:50.588309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:50.588337] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:50.591764] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-10T20:19:50.592061] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-10T20:19:50.592188] [INFO ] [sig       ] BSAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:50.734696] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSAC.txt
[2025-12-10T20:19:50.734908] [INFO ] [sig       ] [525/3612] Completed BSAC in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:50.734969] [INFO ] [sig       ] [526/3612] Forecasting BSCP...
[2025-12-10T20:19:50.735011] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-10T20:19:50.735054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-10T20:19:50.749055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-10T20:19:50.749417] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-10T20:19:50.750289] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-10T20:19:50.750342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:50.750375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:50.750403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:50.750460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:50.809360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:50.810037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:50.810116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:50.810147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:50.909021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:50.909150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:50.909377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:50.909405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:50.913078] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=79.21%)
[2025-12-10T20:19:50.913546] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-10T20:19:50.913687] [INFO ] [sig       ] BSCP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:51.054870] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSCP.txt
[2025-12-10T20:19:51.055006] [INFO ] [sig       ] [526/3612] Completed BSCP in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:51.055045] [INFO ] [sig       ] [527/3612] Forecasting BSCQ...
[2025-12-10T20:19:51.055073] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-10T20:19:51.055101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-10T20:19:51.069389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-10T20:19:51.069698] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-10T20:19:51.070473] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-10T20:19:51.070523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:51.070595] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:51.070634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:51.070692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:51.127554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:51.128423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:51.128505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:51.128537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:51.243484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:51.243629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:51.243672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:51.243698] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:51.246978] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-12-10T20:19:51.247249] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-10T20:19:51.247372] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:51.386256] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSCQ.txt
[2025-12-10T20:19:51.386413] [INFO ] [sig       ] [527/3612] Completed BSCQ in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:51.386453] [INFO ] [sig       ] [528/3612] Forecasting BSCS...
[2025-12-10T20:19:51.386481] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-10T20:19:51.386511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-10T20:19:51.398890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-10T20:19:51.399463] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-10T20:19:51.400430] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-10T20:19:51.400481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:51.400510] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:51.400536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:51.400612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:51.459459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:51.460151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:51.460229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:51.460260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:51.581950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:51.582056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:51.582093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:51.582119] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:51.585639] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-10T20:19:51.585907] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-10T20:19:51.586027] [INFO ] [sig       ] BSCS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:51.728746] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSCS.txt
[2025-12-10T20:19:51.728876] [INFO ] [sig       ] [528/3612] Completed BSCS in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:51.728913] [INFO ] [sig       ] [529/3612] Forecasting BSCX...
[2025-12-10T20:19:51.728941] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-10T20:19:51.728970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-10T20:19:51.740159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-10T20:19:51.740434] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-10T20:19:51.741239] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-10T20:19:51.741289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:51.741321] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:51.741347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:51.741404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:51.798842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:51.799441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:51.799517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:51.799547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:51.922130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:51.922477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:51.922514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:51.922541] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:51.926134] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-10T20:19:51.926628] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-10T20:19:51.926759] [INFO ] [sig       ] BSCX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:52.069843] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSCX.txt
[2025-12-10T20:19:52.069969] [INFO ] [sig       ] [529/3612] Completed BSCX in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:52.070007] [INFO ] [sig       ] [530/3612] Forecasting BSCY...
[2025-12-10T20:19:52.070034] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-10T20:19:52.070065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-10T20:19:52.080882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-10T20:19:52.081157] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-10T20:19:52.081958] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-10T20:19:52.082008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:52.082039] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:52.082064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:52.082119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:52.139790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:52.140422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:52.140499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:52.140530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:52.264498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:52.264647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:52.264687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:52.264744] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:52.268098] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2025-12-10T20:19:52.268374] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-10T20:19:52.268498] [INFO ] [sig       ] BSCY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:52.409637] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSCY.txt
[2025-12-10T20:19:52.409757] [INFO ] [sig       ] [530/3612] Completed BSCY in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.1m
[2025-12-10T20:19:52.409794] [INFO ] [sig       ] [531/3612] Forecasting BSJP...
[2025-12-10T20:19:52.409821] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-10T20:19:52.409857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-10T20:19:52.422710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-10T20:19:52.422988] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-10T20:19:52.423771] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-10T20:19:52.423822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:52.423852] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:52.423878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:52.423933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:52.481992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:52.482839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:52.482915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:52.482945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:52.596711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:52.596810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:52.596844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:52.596871] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:52.600052] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=53.01%)
[2025-12-10T20:19:52.600321] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-10T20:19:52.600445] [INFO ] [sig       ] BSJP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:52.745922] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSJP.txt
[2025-12-10T20:19:52.746080] [INFO ] [sig       ] [531/3612] Completed BSJP in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:52.746127] [INFO ] [sig       ] [532/3612] Forecasting BSJQ...
[2025-12-10T20:19:52.746161] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-10T20:19:52.746199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-10T20:19:52.758475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-10T20:19:52.758762] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-10T20:19:52.759757] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-10T20:19:52.759807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:52.759839] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:52.759865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:52.759921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:52.818546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:52.819202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:52.819280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:52.819310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:52.940974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:52.941087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:52.941122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:52.941149] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:52.944447] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-10T20:19:52.944735] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-10T20:19:52.944861] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:53.086115] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSJQ.txt
[2025-12-10T20:19:53.086230] [INFO ] [sig       ] [532/3612] Completed BSJQ in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:53.086268] [INFO ] [sig       ] [533/3612] Forecasting BSJS...
[2025-12-10T20:19:53.086296] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-10T20:19:53.086327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-10T20:19:53.100338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-10T20:19:53.100630] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-10T20:19:53.101403] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-10T20:19:53.101453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:53.101484] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:53.101510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:53.101565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:53.159852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:53.160556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:53.160654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:53.160685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:53.281563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:53.281711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:53.281749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:53.281775] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:53.285047] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2025-12-10T20:19:53.285325] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-10T20:19:53.285452] [INFO ] [sig       ] BSJS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:53.425694] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSJS.txt
[2025-12-10T20:19:53.425853] [INFO ] [sig       ] [533/3612] Completed BSJS in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:53.425892] [INFO ] [sig       ] [534/3612] Forecasting BSL...
[2025-12-10T20:19:53.425920] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-10T20:19:53.425951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-10T20:19:53.445943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-10T20:19:53.446348] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-10T20:19:53.447182] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-10T20:19:53.447232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:53.447263] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:53.447289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:53.447344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:53.506420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:53.507244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:53.507322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:53.507353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:53.628341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:53.628484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:53.628522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:53.628565] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:53.632136] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-12-10T20:19:53.632413] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-10T20:19:53.632535] [INFO ] [sig       ] BSL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:53.772868] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSL.txt
[2025-12-10T20:19:53.772991] [INFO ] [sig       ] [534/3612] Completed BSL in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:53.773033] [INFO ] [sig       ] [535/3612] Forecasting BSLK...
[2025-12-10T20:19:53.773067] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-10T20:19:53.773102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-10T20:19:53.784873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-10T20:19:53.785163] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-10T20:19:53.786195] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-10T20:19:53.786247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:53.786279] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:53.786306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:53.786523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:53.848125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:53.848806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:53.848887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:53.848919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:53.964184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:53.964511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:53.964549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:53.964592] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:53.968117] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-10T20:19:53.968613] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-10T20:19:53.968738] [INFO ] [sig       ] BSLK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:54.115382] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSLK.txt
[2025-12-10T20:19:54.115524] [INFO ] [sig       ] [535/3612] Completed BSLK in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:54.115562] [INFO ] [sig       ] [536/3612] Forecasting BSM...
[2025-12-10T20:19:54.115609] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-10T20:19:54.115641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-10T20:19:54.127479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-10T20:19:54.127856] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-10T20:19:54.128727] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-10T20:19:54.128777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:54.128809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:54.128835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:54.128891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:54.188874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:54.189525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:54.189622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:54.189657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:54.313168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:54.313306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:54.313343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:54.313370] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:54.316842] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-10T20:19:54.317135] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-10T20:19:54.317269] [INFO ] [sig       ] BSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:54.469497] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSM.txt
[2025-12-10T20:19:54.469659] [INFO ] [sig       ] [536/3612] Completed BSM in 0.4s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:54.469702] [INFO ] [sig       ] [537/3612] Forecasting BSMP...
[2025-12-10T20:19:54.469730] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-10T20:19:54.469766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-10T20:19:54.481372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-10T20:19:54.481722] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-10T20:19:54.482515] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-10T20:19:54.482565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:54.482616] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:54.482645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:54.482700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:54.540084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:54.540991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:54.541127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:54.541169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:54.658510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:54.658681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:54.658720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:54.658750] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:54.662181] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-12-10T20:19:54.662474] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-10T20:19:54.662626] [INFO ] [sig       ] BSMP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:54.807386] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSMP.txt
[2025-12-10T20:19:54.807536] [INFO ] [sig       ] [537/3612] Completed BSMP in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:54.807592] [INFO ] [sig       ] [538/3612] Forecasting BSMQ...
[2025-12-10T20:19:54.807622] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-10T20:19:54.807652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-10T20:19:54.819254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-10T20:19:54.819655] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-10T20:19:54.820435] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-10T20:19:54.820485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:54.820515] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:54.820540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:54.820640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:54.878922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:54.879789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:54.879871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:54.879902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:55.000492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:55.000661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:55.000701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:55.000729] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:55.004254] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-10T20:19:55.004550] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-10T20:19:55.004701] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:55.153880] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSMQ.txt
[2025-12-10T20:19:55.154069] [INFO ] [sig       ] [538/3612] Completed BSMQ in 0.3s | 2.85 sym/s | Total: 3.1m | ETA: 18.0m
[2025-12-10T20:19:55.154119] [INFO ] [sig       ] [539/3612] Forecasting BSMS...
[2025-12-10T20:19:55.154154] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-10T20:19:55.154192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-10T20:19:55.167999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-10T20:19:55.168412] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-10T20:19:55.169297] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-10T20:19:55.169349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:55.169381] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:55.169408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:55.169465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:55.230951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:55.232074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:55.232158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:55.232191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:55.346941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:55.347085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:55.347122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:55.347150] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:55.350522] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-10T20:19:55.350817] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-10T20:19:55.350946] [INFO ] [sig       ] BSMS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:55.490864] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSMS.txt
[2025-12-10T20:19:55.491000] [INFO ] [sig       ] [539/3612] Completed BSMS in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-10T20:19:55.491038] [INFO ] [sig       ] [540/3612] Forecasting BSSX...
[2025-12-10T20:19:55.491066] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-10T20:19:55.491096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-10T20:19:55.502437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-10T20:19:55.502777] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-10T20:19:55.503597] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-10T20:19:55.503669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:55.503712] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:55.503741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:55.503798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:55.561528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:55.562194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:55.562273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:55.562305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:55.664184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:55.664319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:55.664355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:55.664383] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:55.668053] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-10T20:19:55.668326] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-10T20:19:55.668454] [INFO ] [sig       ] BSSX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:55.810933] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSSX.txt
[2025-12-10T20:19:55.811098] [INFO ] [sig       ] [540/3612] Completed BSSX in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-10T20:19:55.811149] [INFO ] [sig       ] [541/3612] Forecasting BSTZ...
[2025-12-10T20:19:55.811188] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-10T20:19:55.811228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-10T20:19:55.823609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-10T20:19:55.823922] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-10T20:19:55.824902] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-10T20:19:55.824951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:55.824982] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:55.825008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:55.825063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:55.885447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:55.886212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:55.886296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:55.886329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:56.005790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:56.005934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:56.005971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:56.005998] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:56.009962] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-10T20:19:56.010246] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-10T20:19:56.010377] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:56.154489] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSTZ.txt
[2025-12-10T20:19:56.154665] [INFO ] [sig       ] [541/3612] Completed BSTZ in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-10T20:19:56.154705] [INFO ] [sig       ] [542/3612] Forecasting BSVN...
[2025-12-10T20:19:56.154733] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-10T20:19:56.154762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-10T20:19:56.167158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-10T20:19:56.167546] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-10T20:19:56.168369] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-10T20:19:56.168420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:56.168451] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:56.168477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:56.168532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:56.228053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:56.229012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:56.229101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:56.229133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:56.346776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:56.346938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:56.346977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:56.347003] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:56.350445] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-10T20:19:56.350749] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-10T20:19:56.350881] [INFO ] [sig       ] BSVN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:56.496811] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSVN.txt
[2025-12-10T20:19:56.496960] [INFO ] [sig       ] [542/3612] Completed BSVN in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-10T20:19:56.496999] [INFO ] [sig       ] [543/3612] Forecasting BSVO...
[2025-12-10T20:19:56.497027] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-10T20:19:56.497058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-10T20:19:56.508757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-10T20:19:56.509044] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-10T20:19:56.509867] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-10T20:19:56.509919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:56.509952] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:56.509978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:56.510033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:56.568960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:56.569676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:56.569756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:56.569788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:56.690145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:56.690480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:56.690518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:56.690546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:56.693895] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-10T20:19:56.694174] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-10T20:19:56.694296] [INFO ] [sig       ] BSVO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:56.837114] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSVO.txt
[2025-12-10T20:19:56.837248] [INFO ] [sig       ] [543/3612] Completed BSVO in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-10T20:19:56.837287] [INFO ] [sig       ] [544/3612] Forecasting BSX...
[2025-12-10T20:19:56.837315] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-10T20:19:56.837346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-10T20:19:56.849464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-10T20:19:56.849768] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-10T20:19:56.850535] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-10T20:19:56.850602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:56.850662] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:56.850689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:56.850744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:56.911454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:56.912153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:56.912233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:56.912266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:57.033495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:57.033658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:57.033697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:57.033724] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:57.037266] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2025-12-10T20:19:57.037543] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-10T20:19:57.037687] [INFO ] [sig       ] BSX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:57.180948] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BSX.txt
[2025-12-10T20:19:57.181069] [INFO ] [sig       ] [544/3612] Completed BSX in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 18.0m
[2025-12-10T20:19:57.181107] [INFO ] [sig       ] [545/3612] Forecasting BSY...
[2025-12-10T20:19:57.181134] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-10T20:19:57.181163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-10T20:19:57.193021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-10T20:19:57.193333] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-10T20:19:57.194147] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-10T20:19:57.194198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:57.194230] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:57.194258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:57.194315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:57.255935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:57.256796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:57.256872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:57.256904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:57.383749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:57.383893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:57.383933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:57.383962] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:57.387697] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2025-12-10T20:19:57.388001] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-10T20:19:57.388133] [INFO ] [sig       ] BSY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:57.534796] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BSY.txt
[2025-12-10T20:19:57.534947] [INFO ] [sig       ] [545/3612] Completed BSY in 0.4s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:57.534987] [INFO ] [sig       ] [546/3612] Forecasting BTA...
[2025-12-10T20:19:57.535014] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-10T20:19:57.535045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-10T20:19:57.548934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-10T20:19:57.549331] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-10T20:19:57.550136] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-10T20:19:57.550187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:57.550218] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:57.550244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:57.550299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:57.612662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:57.613532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:57.613632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:57.613668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:57.732194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:57.732344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:57.732386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:57.732426] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:57.736017] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-10T20:19:57.736331] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-10T20:19:57.736662] [INFO ] [sig       ] BTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:57.879513] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTA.txt
[2025-12-10T20:19:57.879685] [INFO ] [sig       ] [546/3612] Completed BTA in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:57.879726] [INFO ] [sig       ] [547/3612] Forecasting BTAI...
[2025-12-10T20:19:57.879754] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-10T20:19:57.879785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-10T20:19:57.892814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-10T20:19:57.893218] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-10T20:19:57.894250] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-10T20:19:57.894302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:57.894333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:57.894361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:57.894417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:57.954060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:57.954934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:57.955018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:57.955051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:58.077231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:58.077375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:58.077430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:58.077484] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:58.081022] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-10T20:19:58.081301] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-10T20:19:58.081430] [INFO ] [sig       ] BTAI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:58.245713] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTAI.txt
[2025-12-10T20:19:58.245869] [INFO ] [sig       ] [547/3612] Completed BTAI in 0.4s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:58.245909] [INFO ] [sig       ] [548/3612] Forecasting BTCS...
[2025-12-10T20:19:58.245937] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-10T20:19:58.245968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-10T20:19:58.257919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-10T20:19:58.258272] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-10T20:19:58.259072] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-10T20:19:58.259123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:58.259158] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:58.259185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:58.259239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:58.316732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:58.317600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:58.317686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:58.317732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:58.436317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:58.436458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:58.436496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:58.436523] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:58.440010] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-10T20:19:58.440328] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-10T20:19:58.440454] [INFO ] [sig       ] BTCS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:19:58.580270] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BTCS.txt
[2025-12-10T20:19:58.580394] [INFO ] [sig       ] [548/3612] Completed BTCS in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:58.580431] [INFO ] [sig       ] [549/3612] Forecasting BTE...
[2025-12-10T20:19:58.580458] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-10T20:19:58.580487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-10T20:19:58.594015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-10T20:19:58.594287] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-10T20:19:58.595075] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-10T20:19:58.595125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:58.595156] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:58.595182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:58.595238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:58.652232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:58.652915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:58.652991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:58.653024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:58.768588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:58.768729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:58.768766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:58.768793] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:58.772129] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2025-12-10T20:19:58.772396] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-10T20:19:58.772521] [INFO ] [sig       ] BTE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:58.915102] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTE.txt
[2025-12-10T20:19:58.915228] [INFO ] [sig       ] [549/3612] Completed BTE in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:58.915266] [INFO ] [sig       ] [550/3612] Forecasting BTF...
[2025-12-10T20:19:58.915294] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-10T20:19:58.915324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-10T20:19:58.926388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-10T20:19:58.926691] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-10T20:19:58.927446] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-10T20:19:58.927496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:58.927527] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:58.927552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:58.927626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:58.984374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:58.984993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:58.985068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:58.985101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:59.109413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:59.109557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:59.109611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:59.109639] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:59.112954] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-10T20:19:59.113224] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-10T20:19:59.113349] [INFO ] [sig       ] BTF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:59.255017] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTF.txt
[2025-12-10T20:19:59.255151] [INFO ] [sig       ] [550/3612] Completed BTF in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:59.255192] [INFO ] [sig       ] [551/3612] Forecasting BTI...
[2025-12-10T20:19:59.255220] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-10T20:19:59.255248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-10T20:19:59.266923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-10T20:19:59.267213] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-10T20:19:59.268024] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-10T20:19:59.268073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:59.268114] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:59.268140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:59.268195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:59.325470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:59.326134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:59.326210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:59.326241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:59.444732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:59.444874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:59.444911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:59.444938] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:59.448317] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-12-10T20:19:59.448609] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-10T20:19:59.448734] [INFO ] [sig       ] BTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:59.593113] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTI.txt
[2025-12-10T20:19:59.593236] [INFO ] [sig       ] [551/3612] Completed BTI in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:59.593274] [INFO ] [sig       ] [552/3612] Forecasting BTM...
[2025-12-10T20:19:59.593302] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-10T20:19:59.593332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-10T20:19:59.605149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-10T20:19:59.605457] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-10T20:19:59.606284] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-10T20:19:59.606336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:59.606367] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:59.606393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:59.606449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:19:59.668464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:19:59.669215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:19:59.669309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:19:59.669345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:19:59.789793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:19:59.789932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:19:59.789970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:19:59.789997] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:19:59.793405] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-10T20:19:59.793698] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-10T20:19:59.793823] [INFO ] [sig       ] BTM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:19:59.942026] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTM.txt
[2025-12-10T20:19:59.942156] [INFO ] [sig       ] [552/3612] Completed BTM in 0.3s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:19:59.942197] [INFO ] [sig       ] [553/3612] Forecasting BTMD...
[2025-12-10T20:19:59.942227] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-10T20:19:59.942259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-10T20:19:59.954478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-10T20:19:59.954806] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-10T20:19:59.955618] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-10T20:19:59.955673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:19:59.955704] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:19:59.955730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:19:59.955787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:00.021466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:00.022343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:00.022426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:00.022459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:00.147918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:00.148077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:00.148118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:00.148146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:00.151914] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-10T20:20:00.152190] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-10T20:20:00.152319] [INFO ] [sig       ] BTMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:00.295539] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BTMD.txt
[2025-12-10T20:20:00.295671] [INFO ] [sig       ] [553/3612] Completed BTMD in 0.4s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:20:00.295709] [INFO ] [sig       ] [554/3612] Forecasting BTSG...
[2025-12-10T20:20:00.295736] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-10T20:20:00.295765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-10T20:20:00.307474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-10T20:20:00.307791] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-10T20:20:00.308617] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-10T20:20:00.308669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:00.308702] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:00.308730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:00.308788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:00.372104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:00.372828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:00.372936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:00.372970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:00.493652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:00.493896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:00.493941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:00.493970] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:00.497612] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=57.25%)
[2025-12-10T20:20:00.497968] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-10T20:20:00.498116] [INFO ] [sig       ] BTSG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:00.651977] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BTSG.txt
[2025-12-10T20:20:00.652117] [INFO ] [sig       ] [554/3612] Completed BTSG in 0.4s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:20:00.652155] [INFO ] [sig       ] [555/3612] Forecasting BTZ...
[2025-12-10T20:20:00.652190] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-10T20:20:00.652223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-10T20:20:00.665519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-10T20:20:00.665851] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-10T20:20:00.666887] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-10T20:20:00.666938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:00.666970] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:00.666995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:00.667052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:00.729532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:00.730361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:00.730446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:00.730478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:00.852441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:00.852613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:00.852658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:00.852688] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:00.856649] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-12-10T20:20:00.856935] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-10T20:20:00.857065] [INFO ] [sig       ] BTZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:01.003496] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BTZ.txt
[2025-12-10T20:20:01.003719] [INFO ] [sig       ] [555/3612] Completed BTZ in 0.4s | 2.85 sym/s | Total: 3.2m | ETA: 17.9m
[2025-12-10T20:20:01.003783] [INFO ] [sig       ] [556/3612] Forecasting BUD...
[2025-12-10T20:20:01.003831] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-10T20:20:01.003878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-10T20:20:01.017345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-10T20:20:01.017691] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-10T20:20:01.018523] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-10T20:20:01.018593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:01.018628] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:01.018655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:01.018710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:01.081329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:01.082192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:01.082273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:01.082304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:01.248497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:01.248675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:01.248716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:01.248743] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:01.252350] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-12-10T20:20:01.252733] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-10T20:20:01.252884] [INFO ] [sig       ] BUD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:01.396234] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BUD.txt
[2025-12-10T20:20:01.396398] [INFO ] [sig       ] [556/3612] Completed BUD in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:01.396437] [INFO ] [sig       ] [557/3612] Forecasting BUFC...
[2025-12-10T20:20:01.396464] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-10T20:20:01.396493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-10T20:20:01.406219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-10T20:20:01.406604] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-10T20:20:01.407398] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-10T20:20:01.407449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:01.407481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:01.407507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:01.407563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:01.472233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:01.473173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:01.473262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:01.473297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:01.571344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:01.571493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:01.571534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:01.571563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:01.575075] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-10T20:20:01.575368] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-10T20:20:01.575502] [INFO ] [sig       ] BUFC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:01.747871] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BUFC.txt
[2025-12-10T20:20:01.748081] [INFO ] [sig       ] [557/3612] Completed BUFC in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:01.748123] [INFO ] [sig       ] [558/3612] Forecasting BUG...
[2025-12-10T20:20:01.748154] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-10T20:20:01.748187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-10T20:20:01.760664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-10T20:20:01.761062] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-10T20:20:01.762140] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-10T20:20:01.762198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:01.762231] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:01.762257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:01.762319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:01.822379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:01.823308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:01.823391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:01.823423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:01.945409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:01.945594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:01.945638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:01.945685] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:01.949297] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-10T20:20:01.949663] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-10T20:20:01.949819] [INFO ] [sig       ] BUG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:02.105998] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BUG.txt
[2025-12-10T20:20:02.106153] [INFO ] [sig       ] [558/3612] Completed BUG in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:02.106193] [INFO ] [sig       ] [559/3612] Forecasting BUI...
[2025-12-10T20:20:02.106221] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-10T20:20:02.106251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-10T20:20:02.118288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-10T20:20:02.118873] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-10T20:20:02.119695] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-10T20:20:02.119745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:02.119777] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:02.119804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:02.119860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:02.183848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:02.184798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:02.184882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:02.184915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:02.306482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:02.306646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:02.306687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:02.306715] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:02.310196] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-10T20:20:02.310485] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-10T20:20:02.310631] [INFO ] [sig       ] BUI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:02.467129] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BUI.txt
[2025-12-10T20:20:02.467291] [INFO ] [sig       ] [559/3612] Completed BUI in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:02.467339] [INFO ] [sig       ] [560/3612] Forecasting BURL...
[2025-12-10T20:20:02.467371] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-10T20:20:02.467402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-10T20:20:02.480348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-10T20:20:02.480741] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-10T20:20:02.481544] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-10T20:20:02.481614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:02.481648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:02.481674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:02.481730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:02.541841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:02.542749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:02.542834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:02.542892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:02.668962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:02.669112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:02.669152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:02.669181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:02.672677] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-10T20:20:02.672980] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-10T20:20:02.673115] [INFO ] [sig       ] BURL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:02.827895] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BURL.txt
[2025-12-10T20:20:02.828063] [INFO ] [sig       ] [560/3612] Completed BURL in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:02.828102] [INFO ] [sig       ] [561/3612] Forecasting BUSE...
[2025-12-10T20:20:02.828130] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-10T20:20:02.828160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-10T20:20:02.932825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-10T20:20:02.933322] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-10T20:20:02.934809] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-10T20:20:02.934874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:02.934955] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:02.934997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:02.935080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:03.008846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:03.009761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:03.009857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:03.009888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:03.139542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:03.139708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:03.139748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:03.139775] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:03.143564] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=69.79%)
[2025-12-10T20:20:03.143878] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-10T20:20:03.144017] [INFO ] [sig       ] BUSE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:03.284915] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BUSE.txt
[2025-12-10T20:20:03.285055] [INFO ] [sig       ] [561/3612] Completed BUSE in 0.5s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:03.285096] [INFO ] [sig       ] [562/3612] Forecasting BUXX...
[2025-12-10T20:20:03.285126] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-10T20:20:03.285156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-10T20:20:03.296991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-10T20:20:03.297306] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-10T20:20:03.298137] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-10T20:20:03.298187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:03.298218] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:03.298243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:03.298309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:03.356549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:03.357432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:03.357518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:03.357550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:03.482157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:03.482310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:03.482349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:03.482376] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:03.485885] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-10T20:20:03.486179] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-10T20:20:03.486314] [INFO ] [sig       ] BUXX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:03.635359] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BUXX.txt
[2025-12-10T20:20:03.635500] [INFO ] [sig       ] [562/3612] Completed BUXX in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:03.635539] [INFO ] [sig       ] [563/3612] Forecasting BVFL...
[2025-12-10T20:20:03.635567] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-10T20:20:03.635616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-10T20:20:03.647195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-10T20:20:03.647700] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-10T20:20:03.648807] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-10T20:20:03.648858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:03.648890] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:03.648916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:03.648978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:03.706514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:03.707399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:03.707482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:03.707516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:03.827394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:03.827773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:03.827816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:03.827845] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:03.831269] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-10T20:20:03.831547] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-10T20:20:03.831694] [INFO ] [sig       ] BVFL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:03.974621] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BVFL.txt
[2025-12-10T20:20:03.974758] [INFO ] [sig       ] [563/3612] Completed BVFL in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:03.974796] [INFO ] [sig       ] [564/3612] Forecasting BVN...
[2025-12-10T20:20:03.974825] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-10T20:20:03.974854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-10T20:20:03.986239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-10T20:20:03.986743] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-10T20:20:03.987488] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-10T20:20:03.987550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:03.987604] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:03.987632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:03.987686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:04.047448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:04.048324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:04.048407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:04.048439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:04.194978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:04.195154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:04.195199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:04.195273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:04.199288] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-10T20:20:04.199643] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-10T20:20:04.199773] [INFO ] [sig       ] BVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:04.343947] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BVN.txt
[2025-12-10T20:20:04.344104] [INFO ] [sig       ] [564/3612] Completed BVN in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.9m
[2025-12-10T20:20:04.344145] [INFO ] [sig       ] [565/3612] Forecasting BVS...
[2025-12-10T20:20:04.344173] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-10T20:20:04.344205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-10T20:20:04.356430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-10T20:20:04.356962] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-10T20:20:04.357769] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-10T20:20:04.357821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:04.357852] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:04.357879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:04.357934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:04.414401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:04.415237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:04.415327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:04.415358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:04.542666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:04.542811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:04.542848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:04.542875] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:04.546170] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-10T20:20:04.546467] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-10T20:20:04.546608] [INFO ] [sig       ] BVS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:04.692093] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BVS.txt
[2025-12-10T20:20:04.692225] [INFO ] [sig       ] [565/3612] Completed BVS in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:04.692264] [INFO ] [sig       ] [566/3612] Forecasting BWA...
[2025-12-10T20:20:04.692292] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-10T20:20:04.692320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-10T20:20:04.704503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-10T20:20:04.704857] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-10T20:20:04.705690] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-10T20:20:04.705743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:04.705774] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:04.705802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:04.705859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:04.765140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:04.765952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:04.766035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:04.766069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:04.887248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:04.887391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:04.887429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:04.887457] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:04.890767] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-10T20:20:04.891033] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-10T20:20:04.891157] [INFO ] [sig       ] BWA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:05.033500] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BWA.txt
[2025-12-10T20:20:05.033669] [INFO ] [sig       ] [566/3612] Completed BWA in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:05.033711] [INFO ] [sig       ] [567/3612] Forecasting BWAY...
[2025-12-10T20:20:05.033740] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-10T20:20:05.033771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-10T20:20:05.046176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-10T20:20:05.046543] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-10T20:20:05.047339] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-10T20:20:05.047390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:05.047424] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:05.047672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:05.047781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:05.107224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:05.108068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:05.108154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:05.108186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:05.234891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:05.235036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:05.235074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:05.235100] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:05.238847] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-10T20:20:05.239117] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-10T20:20:05.239242] [INFO ] [sig       ] BWAY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:05.386349] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BWAY.txt
[2025-12-10T20:20:05.386519] [INFO ] [sig       ] [567/3612] Completed BWAY in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:05.386560] [INFO ] [sig       ] [568/3612] Forecasting BWB...
[2025-12-10T20:20:05.386607] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-10T20:20:05.386639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-10T20:20:05.398903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-10T20:20:05.399248] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-10T20:20:05.400051] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-10T20:20:05.400102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:05.400133] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:05.400159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:05.400214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:05.459239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:05.460088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:05.460185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:05.460220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:05.587670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:05.587841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:05.587879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:05.587907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:05.591235] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=35.30%)
[2025-12-10T20:20:05.591520] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-10T20:20:05.591669] [INFO ] [sig       ] BWB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:05.732542] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BWB.txt
[2025-12-10T20:20:05.732690] [INFO ] [sig       ] [568/3612] Completed BWB in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:05.732728] [INFO ] [sig       ] [569/3612] Forecasting BWEN...
[2025-12-10T20:20:05.732755] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-10T20:20:05.732783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-10T20:20:05.744430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-10T20:20:05.744743] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-10T20:20:05.745488] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-10T20:20:05.745538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:05.745584] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:05.745613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:05.745669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:05.805007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:05.805650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:05.805729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:05.805762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:05.930916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:05.931062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:05.931100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:05.931129] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:05.934758] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-12-10T20:20:05.935052] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-10T20:20:05.935186] [INFO ] [sig       ] BWEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:06.083280] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BWEN.txt
[2025-12-10T20:20:06.083415] [INFO ] [sig       ] [569/3612] Completed BWEN in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:06.083453] [INFO ] [sig       ] [570/3612] Forecasting BWFG...
[2025-12-10T20:20:06.083481] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-10T20:20:06.083510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-10T20:20:06.095212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-10T20:20:06.095522] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-10T20:20:06.096521] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-10T20:20:06.096588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:06.096622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:06.096648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:06.096704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:06.157323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:06.158214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:06.158304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:06.158337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:06.272801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:06.272951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:06.272988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:06.273017] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:06.276320] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=72.53%)
[2025-12-10T20:20:06.276616] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-10T20:20:06.276742] [INFO ] [sig       ] BWFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:06.419293] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BWFG.txt
[2025-12-10T20:20:06.419461] [INFO ] [sig       ] [570/3612] Completed BWFG in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:06.419501] [INFO ] [sig       ] [571/3612] Forecasting BWG...
[2025-12-10T20:20:06.419529] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-10T20:20:06.419561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-10T20:20:06.432186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-10T20:20:06.432789] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-10T20:20:06.433823] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-10T20:20:06.433885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:06.433924] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:06.433958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:06.434039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:06.498711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:06.499530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:06.499665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:06.499897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:06.627194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:06.627342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:06.627398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:06.627427] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:06.631112] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-10T20:20:06.631386] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-10T20:20:06.631514] [INFO ] [sig       ] BWG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:06.775241] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BWG.txt
[2025-12-10T20:20:06.775390] [INFO ] [sig       ] [571/3612] Completed BWG in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:06.775429] [INFO ] [sig       ] [572/3612] Forecasting BWIN...
[2025-12-10T20:20:06.775457] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-10T20:20:06.775486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-10T20:20:06.787853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-10T20:20:06.788188] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-10T20:20:06.788958] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-10T20:20:06.789009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:06.789039] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:06.789065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:06.789120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:06.844818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:06.845683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:06.845765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:06.845797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:06.964718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:06.964860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:06.964897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:06.964924] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:06.968227] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-10T20:20:06.968500] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-10T20:20:06.968640] [INFO ] [sig       ] BWIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:07.107377] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BWIN.txt
[2025-12-10T20:20:07.107505] [INFO ] [sig       ] [572/3612] Completed BWIN in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.8m
[2025-12-10T20:20:07.107542] [INFO ] [sig       ] [573/3612] Forecasting BWMN...
[2025-12-10T20:20:07.107586] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-10T20:20:07.107618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-10T20:20:07.120136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-10T20:20:07.120483] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-10T20:20:07.121328] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-10T20:20:07.121381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:07.121412] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:07.121438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:07.121494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:07.178507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:07.179256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:07.179344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:07.179382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:07.306828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:07.306975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:07.307015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:07.307043] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:07.310637] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-10T20:20:07.310917] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-10T20:20:07.311044] [INFO ] [sig       ] BWMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:07.460559] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BWMN.txt
[2025-12-10T20:20:07.460907] [INFO ] [sig       ] [573/3612] Completed BWMN in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:07.460946] [INFO ] [sig       ] [574/3612] Forecasting BXC...
[2025-12-10T20:20:07.460974] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-10T20:20:07.461003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-10T20:20:07.472705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-10T20:20:07.472991] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-10T20:20:07.473761] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-10T20:20:07.473811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:07.473841] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:07.473867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:07.473921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:07.532404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:07.533097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:07.533174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:07.533205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:07.658995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:07.659153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:07.659202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:07.659233] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:07.662599] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-10T20:20:07.662879] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-10T20:20:07.663001] [INFO ] [sig       ] BXC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:07.800500] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BXC.txt
[2025-12-10T20:20:07.800694] [INFO ] [sig       ] [574/3612] Completed BXC in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:07.800734] [INFO ] [sig       ] [575/3612] Forecasting BXMX...
[2025-12-10T20:20:07.800762] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-10T20:20:07.800791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-10T20:20:07.812352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-10T20:20:07.812717] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-10T20:20:07.813472] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-10T20:20:07.813521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:07.813564] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:07.813610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:07.813666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:07.871487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:07.872357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:07.872439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:07.872471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:07.996375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:07.996513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:07.996550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:07.996595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:08.000161] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-10T20:20:08.000447] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-10T20:20:08.000779] [INFO ] [sig       ] BXMX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:08.143041] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BXMX.txt
[2025-12-10T20:20:08.143205] [INFO ] [sig       ] [575/3612] Completed BXMX in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:08.143244] [INFO ] [sig       ] [576/3612] Forecasting BXP...
[2025-12-10T20:20:08.143273] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-10T20:20:08.143301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-10T20:20:08.155052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-10T20:20:08.155411] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-10T20:20:08.156217] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-10T20:20:08.156267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:08.156297] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:08.156323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:08.156377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:08.215966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:08.216823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:08.216904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:08.216935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:08.348049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:08.348209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:08.348249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:08.348277] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:08.351716] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-10T20:20:08.351999] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-10T20:20:08.352127] [INFO ] [sig       ] BXP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:08.498380] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BXP.txt
[2025-12-10T20:20:08.498563] [INFO ] [sig       ] [576/3612] Completed BXP in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:08.498641] [INFO ] [sig       ] [577/3612] Forecasting BXSL...
[2025-12-10T20:20:08.498672] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-10T20:20:08.498703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-10T20:20:08.511397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-10T20:20:08.511942] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-10T20:20:08.512808] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-10T20:20:08.512860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:08.512893] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:08.512920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:08.512977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:08.573843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:08.574896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:08.574976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:08.575010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:08.692875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:08.693018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:08.693056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:08.693086] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:08.696403] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-10T20:20:08.696693] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-10T20:20:08.696813] [INFO ] [sig       ] BXSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:08.838607] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BXSL.txt
[2025-12-10T20:20:08.838919] [INFO ] [sig       ] [577/3612] Completed BXSL in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:08.838959] [INFO ] [sig       ] [578/3612] Forecasting BYD...
[2025-12-10T20:20:08.838987] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-10T20:20:08.839015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-10T20:20:08.851641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-10T20:20:08.851957] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-10T20:20:08.852776] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-10T20:20:08.852827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:08.852886] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:08.852915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:08.852972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:08.914565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:08.915291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:08.915368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:08.915398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:09.038097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:09.038240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:09.038277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:09.038304] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:09.042059] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-10T20:20:09.042337] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-10T20:20:09.042461] [INFO ] [sig       ] BYD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:09.187735] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BYD.txt
[2025-12-10T20:20:09.187871] [INFO ] [sig       ] [578/3612] Completed BYD in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:09.187909] [INFO ] [sig       ] [579/3612] Forecasting BYM...
[2025-12-10T20:20:09.187944] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-10T20:20:09.187974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-10T20:20:09.201130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-10T20:20:09.201465] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-10T20:20:09.202433] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-10T20:20:09.202485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:09.202515] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:09.202540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:09.202808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:09.263083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:09.263992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:09.264074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:09.264106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:09.385162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:09.385307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:09.385344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:09.385371] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:09.388997] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-10T20:20:09.389267] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-10T20:20:09.389389] [INFO ] [sig       ] BYM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:09.532184] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BYM.txt
[2025-12-10T20:20:09.532311] [INFO ] [sig       ] [579/3612] Completed BYM in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.8m
[2025-12-10T20:20:09.532349] [INFO ] [sig       ] [580/3612] Forecasting BYRN...
[2025-12-10T20:20:09.532377] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-10T20:20:09.532406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-10T20:20:09.545591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-10T20:20:09.546060] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-10T20:20:09.547017] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-10T20:20:09.547066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:09.547098] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:09.547124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:09.547178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:09.612204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:09.613108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:09.613185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:09.613216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:09.737897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:09.738237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:09.738274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:09.738299] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:09.741830] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-10T20:20:09.742095] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-10T20:20:09.742217] [INFO ] [sig       ] BYRN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:09.884925] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BYRN.txt
[2025-12-10T20:20:09.885078] [INFO ] [sig       ] [580/3612] Completed BYRN in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:09.885118] [INFO ] [sig       ] [581/3612] Forecasting BYSI...
[2025-12-10T20:20:09.885146] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-10T20:20:09.885176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-10T20:20:09.897539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-10T20:20:09.898199] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-10T20:20:09.898984] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-10T20:20:09.899034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:09.899064] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:09.899089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:09.899143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:09.961433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:09.962337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:09.962421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:09.962453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:10.078005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:10.078154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:10.078193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:10.078255] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:10.081658] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2025-12-10T20:20:10.081938] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-10T20:20:10.082065] [INFO ] [sig       ] BYSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:10.226988] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/BYSI.txt
[2025-12-10T20:20:10.227138] [INFO ] [sig       ] [581/3612] Completed BYSI in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:10.227176] [INFO ] [sig       ] [582/3612] Forecasting BZ...
[2025-12-10T20:20:10.227204] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-10T20:20:10.227235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-10T20:20:10.239005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-10T20:20:10.239337] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-10T20:20:10.240154] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-10T20:20:10.240205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:10.240236] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:10.240263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:10.240319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:10.302148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:10.303024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:10.303113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:10.303147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:10.432055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:10.432214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:10.432253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:10.432298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:10.435805] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-10T20:20:10.436122] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-10T20:20:10.436263] [INFO ] [sig       ] BZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:10.586799] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BZ.txt
[2025-12-10T20:20:10.586956] [INFO ] [sig       ] [582/3612] Completed BZ in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:10.586995] [INFO ] [sig       ] [583/3612] Forecasting BZH...
[2025-12-10T20:20:10.587023] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-10T20:20:10.587053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-10T20:20:10.599457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-10T20:20:10.599829] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-10T20:20:10.600633] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-10T20:20:10.600683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:10.600713] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:10.600739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:10.600987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:10.665360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:10.666238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:10.666348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:10.666382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:10.788519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:10.788689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:10.788729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:10.788758] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:10.792496] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-10T20:20:10.792788] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-10T20:20:10.792917] [INFO ] [sig       ] BZH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:10.944851] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BZH.txt
[2025-12-10T20:20:10.945004] [INFO ] [sig       ] [583/3612] Completed BZH in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:10.945044] [INFO ] [sig       ] [584/3612] Forecasting BZUN...
[2025-12-10T20:20:10.945072] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-10T20:20:10.945113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-10T20:20:10.958340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-10T20:20:10.958759] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-10T20:20:10.959559] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-10T20:20:10.959629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:10.959660] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:10.959687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:10.959743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:11.021836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:11.022977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:11.023085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:11.023136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:11.154944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:11.155092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:11.155131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:11.155158] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:11.159194] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-10T20:20:11.159478] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-10T20:20:11.159628] [INFO ] [sig       ] BZUN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:11.313164] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/BZUN.txt
[2025-12-10T20:20:11.313319] [INFO ] [sig       ] [584/3612] Completed BZUN in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:11.313358] [INFO ] [sig       ] [585/3612] Forecasting C...
[2025-12-10T20:20:11.313386] [INFO ] [sig       ] Generating forecast for: C
[2025-12-10T20:20:11.313416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-10T20:20:11.324879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-10T20:20:11.325277] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-10T20:20:11.326333] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-10T20:20:11.326386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:11.326417] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:11.326444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:11.326500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:11.387338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:11.388468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:11.388556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:11.388621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:11.517412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:11.517565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:11.517625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:11.517651] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:11.524536] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-10T20:20:11.524971] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-10T20:20:11.525126] [INFO ] [sig       ] C: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:11.673480] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/C.txt
[2025-12-10T20:20:11.673654] [INFO ] [sig       ] [585/3612] Completed C in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:11.673695] [INFO ] [sig       ] [586/3612] Forecasting CAAP...
[2025-12-10T20:20:11.673724] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-10T20:20:11.673753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-10T20:20:11.685294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-10T20:20:11.685679] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-10T20:20:11.686492] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-10T20:20:11.686544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:11.686792] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:11.686827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:11.686916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:11.745541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:11.746443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:11.746538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:11.746590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:11.867613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:11.867792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:11.867830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:11.867856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:11.871206] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-10T20:20:11.871516] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-10T20:20:11.871666] [INFO ] [sig       ] CAAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:12.018971] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAAP.txt
[2025-12-10T20:20:12.019127] [INFO ] [sig       ] [586/3612] Completed CAAP in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:12.019166] [INFO ] [sig       ] [587/3612] Forecasting CAAS...
[2025-12-10T20:20:12.019193] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-10T20:20:12.019223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-10T20:20:12.031454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-10T20:20:12.032071] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-10T20:20:12.032941] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-10T20:20:12.032994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:12.033026] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:12.033052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:12.033109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:12.093624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:12.094481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:12.094565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:12.094618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:12.209608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:12.209768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:12.209809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:12.209836] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:12.213384] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-12-10T20:20:12.213711] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-10T20:20:12.213840] [INFO ] [sig       ] CAAS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:12.365944] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAAS.txt
[2025-12-10T20:20:12.366099] [INFO ] [sig       ] [587/3612] Completed CAAS in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:12.366138] [INFO ] [sig       ] [588/3612] Forecasting CABA...
[2025-12-10T20:20:12.366166] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-10T20:20:12.366197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-10T20:20:12.378131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-10T20:20:12.378490] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-10T20:20:12.379264] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-10T20:20:12.379325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:12.379356] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:12.379382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:12.379437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:12.437962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:12.438847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:12.438960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:12.438992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:12.560598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:12.560745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:12.560784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:12.560813] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:12.564255] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-10T20:20:12.564567] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-10T20:20:12.564721] [INFO ] [sig       ] CABA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:12.714391] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CABA.txt
[2025-12-10T20:20:12.714544] [INFO ] [sig       ] [588/3612] Completed CABA in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:12.714600] [INFO ] [sig       ] [589/3612] Forecasting CABO...
[2025-12-10T20:20:12.714631] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-10T20:20:12.714662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-10T20:20:12.726209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-10T20:20:12.726549] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-10T20:20:12.727357] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-10T20:20:12.727408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:12.727438] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:12.727464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:12.727520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:12.788300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:12.789185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:12.789268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:12.789301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:12.909860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:12.910015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:12.910055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:12.910084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:12.913871] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-10T20:20:12.914154] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-10T20:20:12.914284] [INFO ] [sig       ] CABO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:13.061093] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CABO.txt
[2025-12-10T20:20:13.061249] [INFO ] [sig       ] [589/3612] Completed CABO in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.7m
[2025-12-10T20:20:13.061289] [INFO ] [sig       ] [590/3612] Forecasting CAC...
[2025-12-10T20:20:13.061316] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-10T20:20:13.061346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-10T20:20:13.072873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-10T20:20:13.073232] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-10T20:20:13.074001] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-10T20:20:13.074051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:13.074082] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:13.074107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:13.074162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:13.131269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:13.132143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:13.132226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:13.132259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:13.251247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:13.251395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:13.251434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:13.251462] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:13.254802] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-10T20:20:13.255084] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-10T20:20:13.255223] [INFO ] [sig       ] CAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:13.399513] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CAC.txt
[2025-12-10T20:20:13.399728] [INFO ] [sig       ] [590/3612] Completed CAC in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:13.399783] [INFO ] [sig       ] [591/3612] Forecasting CACC...
[2025-12-10T20:20:13.399816] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-10T20:20:13.399848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-10T20:20:13.413248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-10T20:20:13.413663] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-10T20:20:13.414445] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-10T20:20:13.414499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:13.414535] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:13.414564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:13.414643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:13.475000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:13.475890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:13.475976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:13.476010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:13.598355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:13.598507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:13.598547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:13.598594] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:13.602090] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-10T20:20:13.602366] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-10T20:20:13.602492] [INFO ] [sig       ] CACC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:13.746234] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CACC.txt
[2025-12-10T20:20:13.746429] [INFO ] [sig       ] [591/3612] Completed CACC in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:13.746470] [INFO ] [sig       ] [592/3612] Forecasting CACI...
[2025-12-10T20:20:13.746502] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-10T20:20:13.746538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-10T20:20:13.758458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-10T20:20:13.758863] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-10T20:20:13.759677] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-10T20:20:13.759727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:13.759758] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:13.759784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:13.759838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:13.816786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:13.817652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:13.817755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:13.817788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:13.935319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:13.935470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:13.935506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:13.935534] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:13.938950] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-12-10T20:20:13.939229] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-10T20:20:13.939353] [INFO ] [sig       ] CACI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:14.081638] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CACI.txt
[2025-12-10T20:20:14.081801] [INFO ] [sig       ] [592/3612] Completed CACI in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:14.081840] [INFO ] [sig       ] [593/3612] Forecasting CADE...
[2025-12-10T20:20:14.081868] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-10T20:20:14.081899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-10T20:20:14.093889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-10T20:20:14.094247] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-10T20:20:14.095023] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-10T20:20:14.095074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:14.095105] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:14.095131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:14.095185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:14.152927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:14.153777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:14.153857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:14.153888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:14.275472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:14.275639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:14.275679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:14.275707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:14.279027] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-10T20:20:14.279317] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-10T20:20:14.279440] [INFO ] [sig       ] CADE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:14.423309] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CADE.txt
[2025-12-10T20:20:14.423465] [INFO ] [sig       ] [593/3612] Completed CADE in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:14.423504] [INFO ] [sig       ] [594/3612] Forecasting CADL...
[2025-12-10T20:20:14.423531] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-10T20:20:14.423561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-10T20:20:14.435684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-10T20:20:14.436265] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-10T20:20:14.437238] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-10T20:20:14.437288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:14.437319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:14.437344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:14.437399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:14.498315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:14.499190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:14.499275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:14.499308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:14.624789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:14.624972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:14.625013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:14.625041] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:14.628688] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-10T20:20:14.628974] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-10T20:20:14.629102] [INFO ] [sig       ] CADL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:14.772167] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CADL.txt
[2025-12-10T20:20:14.772318] [INFO ] [sig       ] [594/3612] Completed CADL in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:14.772356] [INFO ] [sig       ] [595/3612] Forecasting CAE...
[2025-12-10T20:20:14.772384] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-10T20:20:14.772415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-10T20:20:14.785107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-10T20:20:14.785468] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-10T20:20:14.786236] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-10T20:20:14.786286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:14.786344] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:14.786370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:14.786426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:14.844621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:14.845506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:14.845610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:14.845647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:14.970127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:14.970324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:14.970380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:14.970425] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:14.974879] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=58.74%)
[2025-12-10T20:20:14.975365] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-10T20:20:14.975561] [INFO ] [sig       ] CAE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:15.133674] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAE.txt
[2025-12-10T20:20:15.133826] [INFO ] [sig       ] [595/3612] Completed CAE in 0.4s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:15.133864] [INFO ] [sig       ] [596/3612] Forecasting CAF...
[2025-12-10T20:20:15.133891] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-10T20:20:15.133920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-10T20:20:15.145630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-10T20:20:15.145959] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-10T20:20:15.146749] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-10T20:20:15.146799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:15.146830] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:15.146856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:15.146913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:15.212453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:15.213422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:15.213508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:15.213542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:15.333721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:15.333872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:15.333911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:15.333937] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:15.337260] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-12-10T20:20:15.337532] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-10T20:20:15.337675] [INFO ] [sig       ] CAF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:15.501503] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CAF.txt
[2025-12-10T20:20:15.501680] [INFO ] [sig       ] [596/3612] Completed CAF in 0.4s | 2.85 sym/s | Total: 3.5m | ETA: 17.7m
[2025-12-10T20:20:15.501721] [INFO ] [sig       ] [597/3612] Forecasting CAG...
[2025-12-10T20:20:15.501749] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-10T20:20:15.501779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-10T20:20:15.514903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-10T20:20:15.515238] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-10T20:20:15.516046] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-10T20:20:15.516096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:15.516127] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:15.516153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:15.516208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:15.575195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:15.576094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:15.576174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:15.576205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:15.696439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:15.696601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:15.696641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:15.696669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:15.699976] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-12-10T20:20:15.700250] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-10T20:20:15.700369] [INFO ] [sig       ] CAG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:15.849289] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAG.txt
[2025-12-10T20:20:15.849434] [INFO ] [sig       ] [597/3612] Completed CAG in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:15.849474] [INFO ] [sig       ] [598/3612] Forecasting CAH...
[2025-12-10T20:20:15.849501] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-10T20:20:15.849536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-10T20:20:15.863128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-10T20:20:15.863425] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-10T20:20:15.864224] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-10T20:20:15.864274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:15.864304] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:15.864328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:15.864382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:15.922790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:15.923631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:15.923724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:15.923755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:16.048449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:16.048617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:16.048661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:16.048688] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:16.052494] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-10T20:20:16.052791] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-10T20:20:16.052917] [INFO ] [sig       ] CAH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:16.199225] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAH.txt
[2025-12-10T20:20:16.199368] [INFO ] [sig       ] [598/3612] Completed CAH in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:16.199406] [INFO ] [sig       ] [599/3612] Forecasting CAKE...
[2025-12-10T20:20:16.199433] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-10T20:20:16.199462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-10T20:20:16.210717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-10T20:20:16.211021] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-10T20:20:16.211789] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-10T20:20:16.211844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:16.211896] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:16.211929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:16.212000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:16.271607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:16.272458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:16.272541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:16.272590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:16.394984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:16.395131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:16.395170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:16.395197] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:16.398602] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-10T20:20:16.398877] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-10T20:20:16.399118] [INFO ] [sig       ] CAKE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:16.548440] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAKE.txt
[2025-12-10T20:20:16.548639] [INFO ] [sig       ] [599/3612] Completed CAKE in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:16.548689] [INFO ] [sig       ] [600/3612] Forecasting CAL...
[2025-12-10T20:20:16.548730] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-10T20:20:16.548761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-10T20:20:16.560563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-10T20:20:16.560922] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-10T20:20:16.561690] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-10T20:20:16.561740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:16.561769] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:16.561795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:16.561848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:16.620962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:16.621854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:16.621935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:16.621967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:16.740406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:16.740560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:16.740617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:16.740645] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:16.744282] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-10T20:20:16.744549] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-10T20:20:16.744688] [INFO ] [sig       ] CAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:16.886040] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CAL.txt
[2025-12-10T20:20:16.886195] [INFO ] [sig       ] [600/3612] Completed CAL in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:16.886233] [INFO ] [sig       ] [601/3612] Forecasting CALC...
[2025-12-10T20:20:16.886263] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-10T20:20:16.886292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-10T20:20:16.898984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-10T20:20:16.899354] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-10T20:20:16.900342] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-10T20:20:16.900392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:16.900424] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:16.900449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:16.900504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:16.956761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:16.957636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:16.957730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:16.957952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:17.073966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:17.074099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:17.074135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:17.074162] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:17.077589] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-10T20:20:17.077872] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-10T20:20:17.077992] [INFO ] [sig       ] CALC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:17.229224] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CALC.txt
[2025-12-10T20:20:17.229399] [INFO ] [sig       ] [601/3612] Completed CALC in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:17.229441] [INFO ] [sig       ] [602/3612] Forecasting CALM...
[2025-12-10T20:20:17.229470] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-10T20:20:17.229499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-10T20:20:17.242780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-10T20:20:17.243164] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-10T20:20:17.244139] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-10T20:20:17.244188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:17.244218] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:17.244244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:17.244298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:17.304872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:17.305819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:17.305911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:17.305944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:17.432396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:17.432551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:17.432605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:17.432634] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:17.436061] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-10T20:20:17.436331] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-10T20:20:17.436454] [INFO ] [sig       ] CALM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:17.592413] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CALM.txt
[2025-12-10T20:20:17.592594] [INFO ] [sig       ] [602/3612] Completed CALM in 0.4s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:17.592642] [INFO ] [sig       ] [603/3612] Forecasting CALX...
[2025-12-10T20:20:17.592670] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-10T20:20:17.592699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-10T20:20:17.604262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-10T20:20:17.604671] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-10T20:20:17.605466] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-10T20:20:17.605518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:17.605550] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:17.605594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:17.605666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:17.672225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:17.673278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:17.673358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:17.673390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:17.801604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:17.801750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:17.801788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:17.801815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:17.805567] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=43.62%)
[2025-12-10T20:20:17.805877] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-10T20:20:17.806004] [INFO ] [sig       ] CALX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:17.953751] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CALX.txt
[2025-12-10T20:20:17.953885] [INFO ] [sig       ] [603/3612] Completed CALX in 0.4s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:17.953923] [INFO ] [sig       ] [604/3612] Forecasting CAPL...
[2025-12-10T20:20:17.953952] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-10T20:20:17.953981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-10T20:20:17.965219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-10T20:20:17.965513] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-10T20:20:17.966283] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-10T20:20:17.966333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:17.966364] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:17.966389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:17.966444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:18.023296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:18.023909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:18.023983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:18.024013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:18.146136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:18.146277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:18.146315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:18.146342] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:18.149654] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-10T20:20:18.149921] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-10T20:20:18.150072] [INFO ] [sig       ] CAPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:18.289128] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CAPL.txt
[2025-12-10T20:20:18.289262] [INFO ] [sig       ] [604/3612] Completed CAPL in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:18.289299] [INFO ] [sig       ] [605/3612] Forecasting CARE...
[2025-12-10T20:20:18.289328] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-10T20:20:18.289356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-10T20:20:18.302377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-10T20:20:18.302667] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-10T20:20:18.303417] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-10T20:20:18.303467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:18.303497] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:18.303523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:18.303600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:18.360705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:18.361379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:18.361481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:18.361513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:18.483763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:18.483919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:18.483962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:18.483990] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:18.488106] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2025-12-10T20:20:18.488446] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-10T20:20:18.488602] [INFO ] [sig       ] CARE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:18.630287] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CARE.txt
[2025-12-10T20:20:18.630441] [INFO ] [sig       ] [605/3612] Completed CARE in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:18.630481] [INFO ] [sig       ] [606/3612] Forecasting CARG...
[2025-12-10T20:20:18.630510] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-10T20:20:18.630540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-10T20:20:18.642762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-10T20:20:18.643237] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-10T20:20:18.644009] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-10T20:20:18.644059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:18.644089] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:18.644114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:18.644169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:18.700592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:18.701438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:18.701521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:18.701552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:18.845430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:18.845592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:18.845633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:18.845675] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:18.849213] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-10T20:20:18.849481] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-10T20:20:18.849619] [INFO ] [sig       ] CARG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:18.990300] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CARG.txt
[2025-12-10T20:20:18.990421] [INFO ] [sig       ] [606/3612] Completed CARG in 0.4s | 2.85 sym/s | Total: 3.5m | ETA: 17.6m
[2025-12-10T20:20:18.990458] [INFO ] [sig       ] [607/3612] Forecasting CARS...
[2025-12-10T20:20:18.990487] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-10T20:20:18.990516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-10T20:20:19.001870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-10T20:20:19.002148] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-10T20:20:19.002910] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-10T20:20:19.002961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:19.002991] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:19.003016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:19.003075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:19.059828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:19.060428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:19.060505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:19.060535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:19.187506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:19.187659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:19.187697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:19.187735] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:19.191710] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-12-10T20:20:19.192210] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-10T20:20:19.192341] [INFO ] [sig       ] CARS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:19.336907] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CARS.txt
[2025-12-10T20:20:19.337048] [INFO ] [sig       ] [607/3612] Completed CARS in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:19.337086] [INFO ] [sig       ] [608/3612] Forecasting CASH...
[2025-12-10T20:20:19.337116] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-10T20:20:19.337144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-10T20:20:19.349056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-10T20:20:19.349341] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-10T20:20:19.350300] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-10T20:20:19.350350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:19.350380] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:19.350406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:19.350460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:19.410403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:19.411391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:19.411489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:19.411522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:19.533797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:19.533942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:19.533981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:19.534011] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:19.537352] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-10T20:20:19.537645] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-10T20:20:19.537988] [INFO ] [sig       ] CASH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:19.690345] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CASH.txt
[2025-12-10T20:20:19.690504] [INFO ] [sig       ] [608/3612] Completed CASH in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:19.690543] [INFO ] [sig       ] [609/3612] Forecasting CASS...
[2025-12-10T20:20:19.690589] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-10T20:20:19.690621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-10T20:20:19.703693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-10T20:20:19.704049] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-10T20:20:19.704959] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-10T20:20:19.705020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:19.705057] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:19.705085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:19.705157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:19.763087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:19.763980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:19.764063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:19.764094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:19.889465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:19.889631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:19.889674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:19.889702] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:19.893008] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-10T20:20:19.893284] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-10T20:20:19.893407] [INFO ] [sig       ] CASS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:20.043840] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CASS.txt
[2025-12-10T20:20:20.043990] [INFO ] [sig       ] [609/3612] Completed CASS in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:20.044030] [INFO ] [sig       ] [610/3612] Forecasting CASY...
[2025-12-10T20:20:20.044057] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-10T20:20:20.044086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-10T20:20:20.056066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-10T20:20:20.056339] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-10T20:20:20.057106] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-10T20:20:20.057155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:20.057195] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:20.057222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:20.057276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:20.112892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:20.113567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:20.113663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:20.113695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:20.238465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:20.238638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:20.238681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:20.238708] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:20.242355] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-10T20:20:20.242658] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-10T20:20:20.242797] [INFO ] [sig       ] CASY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:20.392163] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CASY.txt
[2025-12-10T20:20:20.392327] [INFO ] [sig       ] [610/3612] Completed CASY in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:20.392366] [INFO ] [sig       ] [611/3612] Forecasting CATH...
[2025-12-10T20:20:20.392396] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-10T20:20:20.392425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-10T20:20:20.406735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-10T20:20:20.407249] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-10T20:20:20.408192] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-10T20:20:20.408244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:20.408277] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:20.408305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:20.408361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:20.469134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:20.470258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:20.470362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:20.470396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:20.597946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:20.598169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:20.598211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:20.598240] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:20.602493] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-10T20:20:20.602818] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-10T20:20:20.603149] [INFO ] [sig       ] CATH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:20.749693] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CATH.txt
[2025-12-10T20:20:20.749907] [INFO ] [sig       ] [611/3612] Completed CATH in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:20.749949] [INFO ] [sig       ] [612/3612] Forecasting CATO...
[2025-12-10T20:20:20.749979] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-10T20:20:20.750012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-10T20:20:20.763622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-10T20:20:20.764197] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-10T20:20:20.765124] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-10T20:20:20.765177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:20.765244] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:20.765274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:20.765334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:20.822700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:20.824420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:20.824644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:20.824680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:20.954266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:20.954488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:20.954535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:20.954565] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:20.959190] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-10T20:20:20.959651] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-10T20:20:20.959844] [INFO ] [sig       ] CATO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:21.112509] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CATO.txt
[2025-12-10T20:20:21.112727] [INFO ] [sig       ] [612/3612] Completed CATO in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:21.112770] [INFO ] [sig       ] [613/3612] Forecasting CATY...
[2025-12-10T20:20:21.112800] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-10T20:20:21.112831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-10T20:20:21.125931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-10T20:20:21.126384] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-10T20:20:21.127274] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-10T20:20:21.127326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:21.127357] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:21.127383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:21.127439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:21.190947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:21.192290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:21.192424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:21.192458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:21.323659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:21.324067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:21.324112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:21.324139] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:21.328543] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-10T20:20:21.329155] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-10T20:20:21.329334] [INFO ] [sig       ] CATY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:21.477220] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CATY.txt
[2025-12-10T20:20:21.477390] [INFO ] [sig       ] [613/3612] Completed CATY in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:21.477430] [INFO ] [sig       ] [614/3612] Forecasting CAVA...
[2025-12-10T20:20:21.477478] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-10T20:20:21.477509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-10T20:20:21.489404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-10T20:20:21.489711] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-10T20:20:21.490485] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-10T20:20:21.490538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:21.490569] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:21.490617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:21.490677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:21.550914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:21.551658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:21.551740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:21.551772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:21.680870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:21.681020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:21.681058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:21.681084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:21.684370] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-10T20:20:21.684661] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-10T20:20:21.684787] [INFO ] [sig       ] CAVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:21.829396] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CAVA.txt
[2025-12-10T20:20:21.829586] [INFO ] [sig       ] [614/3612] Completed CAVA in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.6m
[2025-12-10T20:20:21.829629] [INFO ] [sig       ] [615/3612] Forecasting CB...
[2025-12-10T20:20:21.829657] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-10T20:20:21.829690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-10T20:20:21.841093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-10T20:20:21.841374] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-10T20:20:21.842158] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-10T20:20:21.842208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:21.842238] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:21.842264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:21.842318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:21.900925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:21.901565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:21.901658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:21.901690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:22.024431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:22.024604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:22.024643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:22.024703] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:22.028862] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-10T20:20:22.029139] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-10T20:20:22.029259] [INFO ] [sig       ] CB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:22.173296] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CB.txt
[2025-12-10T20:20:22.173476] [INFO ] [sig       ] [615/3612] Completed CB in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:22.173516] [INFO ] [sig       ] [616/3612] Forecasting CBAN...
[2025-12-10T20:20:22.173544] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-10T20:20:22.173592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-10T20:20:22.186259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-10T20:20:22.186530] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-10T20:20:22.187289] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-10T20:20:22.187339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:22.187368] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:22.187393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:22.187447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:22.245362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:22.246083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:22.246163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:22.246195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:22.368522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:22.368706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:22.368745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:22.368772] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:22.372207] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-10T20:20:22.372544] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-10T20:20:22.372703] [INFO ] [sig       ] CBAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:22.515750] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CBAN.txt
[2025-12-10T20:20:22.515884] [INFO ] [sig       ] [616/3612] Completed CBAN in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:22.515922] [INFO ] [sig       ] [617/3612] Forecasting CBL...
[2025-12-10T20:20:22.515950] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-10T20:20:22.515978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-10T20:20:22.528010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-10T20:20:22.528281] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-10T20:20:22.529240] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-10T20:20:22.529289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:22.529319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:22.529344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:22.529399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:22.588413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:22.589056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:22.589132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:22.589163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:22.713330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:22.713470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:22.713507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:22.713535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:22.716837] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-10T20:20:22.717110] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-10T20:20:22.717231] [INFO ] [sig       ] CBL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:22.858939] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CBL.txt
[2025-12-10T20:20:22.859073] [INFO ] [sig       ] [617/3612] Completed CBL in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:22.859110] [INFO ] [sig       ] [618/3612] Forecasting CBNK...
[2025-12-10T20:20:22.859138] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-10T20:20:22.859168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-10T20:20:22.871473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-10T20:20:22.871759] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-10T20:20:22.872709] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-10T20:20:22.872759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:22.872790] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:22.872815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:22.872870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:22.932527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:22.933280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:22.933360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:22.933391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:23.054537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:23.054706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:23.054744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:23.054770] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:23.058408] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-10T20:20:23.058699] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-10T20:20:23.058820] [INFO ] [sig       ] CBNK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:23.201896] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CBNK.txt
[2025-12-10T20:20:23.202030] [INFO ] [sig       ] [618/3612] Completed CBNK in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:23.202076] [INFO ] [sig       ] [619/3612] Forecasting CBRE...
[2025-12-10T20:20:23.202106] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-10T20:20:23.202134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-10T20:20:23.213755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-10T20:20:23.214049] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-10T20:20:23.214874] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-10T20:20:23.214924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:23.214954] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:23.214979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:23.215033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:23.273994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:23.274718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:23.274797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:23.274829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:23.395868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:23.396014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:23.396051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:23.396081] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:23.399552] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-12-10T20:20:23.399843] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-10T20:20:23.399967] [INFO ] [sig       ] CBRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:23.551258] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CBRE.txt
[2025-12-10T20:20:23.551400] [INFO ] [sig       ] [619/3612] Completed CBRE in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:23.551442] [INFO ] [sig       ] [620/3612] Forecasting CBRL...
[2025-12-10T20:20:23.551472] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-10T20:20:23.551501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-10T20:20:23.563446] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CBRL'.
[2025-12-10T20:20:23.563744] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-10T20:20:23.564517] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-10T20:20:23.564568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:23.564621] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:23.564648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:23.564703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:23.624448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:23.625467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:23.625615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:23.625650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:23.749977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:23.750129] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:20:23.750170] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:23.750197] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:23.753708] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-10T20:20:23.754004] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-10T20:20:23.754133] [INFO ] [sig       ] CBRL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-10T20:20:23.903830] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CBRL.txt
[2025-12-10T20:20:23.904168] [INFO ] [sig       ] [620/3612] Completed CBRL in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:23.904232] [INFO ] [sig       ] [621/3612] Forecasting CBSH...
[2025-12-10T20:20:23.904266] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-10T20:20:23.904294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-10T20:20:23.915477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-10T20:20:23.915786] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-10T20:20:23.916534] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-10T20:20:23.916601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:23.916635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:23.916661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:23.916746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:23.975336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:23.976328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:23.976426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:23.976457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:24.099278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:24.099427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:24.099465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:24.099495] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:24.102930] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=39.03%)
[2025-12-10T20:20:24.103214] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-10T20:20:24.103339] [INFO ] [sig       ] CBSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:24.251617] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CBSH.txt
[2025-12-10T20:20:24.251779] [INFO ] [sig       ] [621/3612] Completed CBSH in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:24.251818] [INFO ] [sig       ] [622/3612] Forecasting CBUS...
[2025-12-10T20:20:24.251845] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-10T20:20:24.251874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-10T20:20:24.263963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-10T20:20:24.264398] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-10T20:20:24.265309] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-10T20:20:24.265361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:24.265394] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:24.265421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:24.265478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:24.324716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:24.325594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:24.325715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:24.325749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:24.448611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:24.448764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:24.448803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:24.448833] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:24.452250] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-10T20:20:24.452533] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-10T20:20:24.452685] [INFO ] [sig       ] CBUS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:24.595149] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CBUS.txt
[2025-12-10T20:20:24.595276] [INFO ] [sig       ] [622/3612] Completed CBUS in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:24.595313] [INFO ] [sig       ] [623/3612] Forecasting CBZ...
[2025-12-10T20:20:24.595343] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-10T20:20:24.595371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-10T20:20:24.606595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-10T20:20:24.606868] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-10T20:20:24.607625] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-10T20:20:24.607685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:24.607732] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:24.607759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:24.607814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:24.662794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:24.663435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:24.663512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:24.663543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:24.779710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:24.779860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:24.779899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:24.779928] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:24.783376] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-10T20:20:24.783678] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-10T20:20:24.783804] [INFO ] [sig       ] CBZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:24.923836] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CBZ.txt
[2025-12-10T20:20:24.923989] [INFO ] [sig       ] [623/3612] Completed CBZ in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.5m
[2025-12-10T20:20:24.924027] [INFO ] [sig       ] [624/3612] Forecasting CC...
[2025-12-10T20:20:24.924056] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-10T20:20:24.924085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-10T20:20:24.935443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-10T20:20:24.935737] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-10T20:20:24.936478] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-10T20:20:24.936527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:24.936557] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:24.936604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:24.936661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:24.994071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:24.994873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:24.994955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:24.994988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:25.116324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:25.116474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:25.116512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:25.116538] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:25.120005] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-10T20:20:25.120284] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-10T20:20:25.120407] [INFO ] [sig       ] CC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:25.267350] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CC.txt
[2025-12-10T20:20:25.267484] [INFO ] [sig       ] [624/3612] Completed CC in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:25.267522] [INFO ] [sig       ] [625/3612] Forecasting CCAP...
[2025-12-10T20:20:25.267550] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-10T20:20:25.267597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-10T20:20:25.280172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-10T20:20:25.280590] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-10T20:20:25.281388] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-10T20:20:25.281438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:25.281469] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:25.281494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:25.281549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:25.339358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:25.340249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:25.340330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:25.340363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:25.473229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:25.473387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:25.473425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:25.473452] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:25.477159] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-10T20:20:25.477641] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-10T20:20:25.477834] [INFO ] [sig       ] CCAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:25.625760] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCAP.txt
[2025-12-10T20:20:25.626010] [INFO ] [sig       ] [625/3612] Completed CCAP in 0.4s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:25.626069] [INFO ] [sig       ] [626/3612] Forecasting CCB...
[2025-12-10T20:20:25.626111] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-10T20:20:25.626153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-10T20:20:25.637899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-10T20:20:25.638308] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-10T20:20:25.639165] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-10T20:20:25.639218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:25.639252] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:25.639279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:25.639335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:25.698317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:25.699209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:25.699293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:25.699324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:25.818557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:25.818721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:25.818764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:25.818792] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:25.822179] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-10T20:20:25.822501] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-10T20:20:25.822657] [INFO ] [sig       ] CCB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:25.975181] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCB.txt
[2025-12-10T20:20:25.975405] [INFO ] [sig       ] [626/3612] Completed CCB in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:25.975478] [INFO ] [sig       ] [627/3612] Forecasting CCBG...
[2025-12-10T20:20:25.975514] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-10T20:20:25.975544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-10T20:20:25.990045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-10T20:20:25.990588] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-10T20:20:25.991790] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-10T20:20:25.991865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:25.991918] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:25.991966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:25.992058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:26.069505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:26.070676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:26.070800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:26.070836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:26.227324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:26.227501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:26.227546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:26.227598] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:26.232378] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-10T20:20:26.232886] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-10T20:20:26.233069] [INFO ] [sig       ] CCBG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:26.422611] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCBG.txt
[2025-12-10T20:20:26.422830] [INFO ] [sig       ] [627/3612] Completed CCBG in 0.4s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:26.422878] [INFO ] [sig       ] [628/3612] Forecasting CCCC...
[2025-12-10T20:20:26.422913] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-10T20:20:26.422948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-10T20:20:26.441840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-10T20:20:26.442335] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-10T20:20:26.443513] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-10T20:20:26.443600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:26.443651] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:26.443694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:26.443781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:26.529034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:26.530331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:26.530463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:26.530519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:26.703877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:26.704066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:26.704123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:26.704160] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:26.709146] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-10T20:20:26.709691] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-10T20:20:26.709877] [INFO ] [sig       ] CCCC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:26.925011] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCCC.txt
[2025-12-10T20:20:26.925227] [INFO ] [sig       ] [628/3612] Completed CCCC in 0.5s | 2.84 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:26.925289] [INFO ] [sig       ] [629/3612] Forecasting CCD...
[2025-12-10T20:20:26.925334] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-10T20:20:26.925375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-10T20:20:26.940875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-10T20:20:26.941320] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-10T20:20:26.942175] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-10T20:20:26.942228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:26.942292] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:26.942321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:26.942378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:26.999044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:27.000053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:27.000146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:27.000178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:27.123085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:27.123242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:27.123284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:27.123311] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:27.126804] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-10T20:20:27.127117] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-10T20:20:27.127254] [INFO ] [sig       ] CCD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:27.264983] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCD.txt
[2025-12-10T20:20:27.265117] [INFO ] [sig       ] [629/3612] Completed CCD in 0.3s | 2.84 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:27.265155] [INFO ] [sig       ] [630/3612] Forecasting CCEC...
[2025-12-10T20:20:27.265184] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-10T20:20:27.265212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-10T20:20:27.276180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-10T20:20:27.276482] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-10T20:20:27.277276] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-10T20:20:27.277334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:27.277368] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:27.277394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:27.277450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:27.333491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:27.334110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:27.334186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:27.334218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:27.439761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:27.439883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:27.439966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:27.439997] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:27.443252] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-10T20:20:27.443523] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-10T20:20:27.443662] [INFO ] [sig       ] CCEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:27.582844] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCEC.txt
[2025-12-10T20:20:27.582952] [INFO ] [sig       ] [630/3612] Completed CCEC in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:27.582988] [INFO ] [sig       ] [631/3612] Forecasting CCEP...
[2025-12-10T20:20:27.583016] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-10T20:20:27.583044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-10T20:20:27.593842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-10T20:20:27.594110] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-10T20:20:27.594884] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-10T20:20:27.594934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:27.594965] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:27.594991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:27.595045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:27.660274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:27.661167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:27.661250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:27.661284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:27.800691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:27.800841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:27.800878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:27.800905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:27.804217] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-10T20:20:27.804485] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-10T20:20:27.804620] [INFO ] [sig       ] CCEP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:27.946954] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCEP.txt
[2025-12-10T20:20:27.947108] [INFO ] [sig       ] [631/3612] Completed CCEP in 0.4s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:27.947148] [INFO ] [sig       ] [632/3612] Forecasting CCI...
[2025-12-10T20:20:27.947179] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-10T20:20:27.947209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-10T20:20:27.959269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-10T20:20:27.959625] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-10T20:20:27.960509] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-10T20:20:27.960591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:27.960628] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:27.960654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:27.960709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:28.017976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:28.018819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:28.018903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:28.018935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:28.140232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:28.140379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:28.140417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:28.140478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:28.143897] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-10T20:20:28.144183] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-10T20:20:28.144309] [INFO ] [sig       ] CCI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:28.285070] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCI.txt
[2025-12-10T20:20:28.285201] [INFO ] [sig       ] [632/3612] Completed CCI in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.5m
[2025-12-10T20:20:28.285238] [INFO ] [sig       ] [633/3612] Forecasting CCIF...
[2025-12-10T20:20:28.285266] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-10T20:20:28.285294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-10T20:20:28.296449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-10T20:20:28.296728] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-10T20:20:28.297471] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-10T20:20:28.297520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:28.297550] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:28.297594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:28.297652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:28.352788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:28.353376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:28.353451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:28.353480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:28.468729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:28.468865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:28.468905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:28.468933] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:28.472203] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-10T20:20:28.472479] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-10T20:20:28.472617] [INFO ] [sig       ] CCIF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:28.609637] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCIF.txt
[2025-12-10T20:20:28.609778] [INFO ] [sig       ] [633/3612] Completed CCIF in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:28.609816] [INFO ] [sig       ] [634/3612] Forecasting CCJ...
[2025-12-10T20:20:28.609845] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-10T20:20:28.609875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-10T20:20:28.620478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-10T20:20:28.620802] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-10T20:20:28.621564] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-10T20:20:28.621636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:28.621678] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:28.621705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:28.621761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:28.677455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:28.678370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:28.678453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:28.678483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:28.798726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:28.798870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:28.798912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:28.798940] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:28.802210] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-12-10T20:20:28.802479] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-10T20:20:28.802616] [INFO ] [sig       ] CCJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:28.940223] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCJ.txt
[2025-12-10T20:20:28.940363] [INFO ] [sig       ] [634/3612] Completed CCJ in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:28.940402] [INFO ] [sig       ] [635/3612] Forecasting CCK...
[2025-12-10T20:20:28.940431] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-10T20:20:28.940461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-10T20:20:28.951958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-10T20:20:28.952311] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-10T20:20:28.953081] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-10T20:20:28.953131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:28.953161] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:28.953186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:28.953241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:29.010204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:29.011056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:29.011138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:29.011170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:29.129966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:29.130117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:29.130155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:29.130182] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:29.133465] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-10T20:20:29.133752] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-10T20:20:29.133871] [INFO ] [sig       ] CCK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:29.272267] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCK.txt
[2025-12-10T20:20:29.272415] [INFO ] [sig       ] [635/3612] Completed CCK in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:29.272453] [INFO ] [sig       ] [636/3612] Forecasting CCL...
[2025-12-10T20:20:29.272483] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-10T20:20:29.272511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-10T20:20:29.283614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-10T20:20:29.283946] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-10T20:20:29.284795] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-10T20:20:29.284847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:29.284879] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:29.284904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:29.284960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:29.340688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:29.341461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:29.341539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:29.341587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:29.462065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:29.462214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:29.462253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:29.462280] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:29.465558] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-10T20:20:29.465849] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-10T20:20:29.465975] [INFO ] [sig       ] CCL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:29.605228] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCL.txt
[2025-12-10T20:20:29.605354] [INFO ] [sig       ] [636/3612] Completed CCL in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:29.605393] [INFO ] [sig       ] [637/3612] Forecasting CCLD...
[2025-12-10T20:20:29.605425] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-10T20:20:29.605453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-10T20:20:29.616180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-10T20:20:29.616459] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-10T20:20:29.617224] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-10T20:20:29.617274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:29.617304] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:29.617329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:29.617384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:29.673447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:29.674144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:29.674222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:29.674254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:29.793391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:29.793539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:29.793593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:29.793622] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:29.796930] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-12-10T20:20:29.797202] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-10T20:20:29.797321] [INFO ] [sig       ] CCLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:29.934884] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCLD.txt
[2025-12-10T20:20:29.935038] [INFO ] [sig       ] [637/3612] Completed CCLD in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:29.935077] [INFO ] [sig       ] [638/3612] Forecasting CCNE...
[2025-12-10T20:20:29.935111] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-10T20:20:29.935141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-10T20:20:29.945961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-10T20:20:29.946316] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-10T20:20:29.947097] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-10T20:20:29.947147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:29.947177] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:29.947202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:29.947258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:30.002783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:30.003653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:30.003735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:30.003767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:30.120977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:30.121121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:30.121159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:30.121185] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:30.124458] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-10T20:20:30.124742] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-10T20:20:30.124864] [INFO ] [sig       ] CCNE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:30.263899] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCNE.txt
[2025-12-10T20:20:30.264047] [INFO ] [sig       ] [638/3612] Completed CCNE in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:30.264085] [INFO ] [sig       ] [639/3612] Forecasting CCO...
[2025-12-10T20:20:30.264114] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-10T20:20:30.264142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-10T20:20:30.275048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-10T20:20:30.275337] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-10T20:20:30.276089] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-10T20:20:30.276138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:30.276168] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:30.276194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:30.276249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:30.331873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:30.332614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:30.332720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:30.332753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:30.454146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:30.454294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:30.454331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:30.454359] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:30.457640] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-10T20:20:30.457940] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-10T20:20:30.458063] [INFO ] [sig       ] CCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:30.595598] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCO.txt
[2025-12-10T20:20:30.595721] [INFO ] [sig       ] [639/3612] Completed CCO in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:30.595759] [INFO ] [sig       ] [640/3612] Forecasting CCOI...
[2025-12-10T20:20:30.595789] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-10T20:20:30.595817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-10T20:20:30.610213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-10T20:20:30.610508] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-10T20:20:30.611286] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-10T20:20:30.611335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:30.611365] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:30.611390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:30.611444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:30.669719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:30.670391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:30.670467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:30.670500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:30.786933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:30.787089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:30.787127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:30.787154] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:30.790635] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-10T20:20:30.790942] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-10T20:20:30.791077] [INFO ] [sig       ] CCOI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:30.936776] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCOI.txt
[2025-12-10T20:20:30.936907] [INFO ] [sig       ] [640/3612] Completed CCOI in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.4m
[2025-12-10T20:20:30.936946] [INFO ] [sig       ] [641/3612] Forecasting CCRN...
[2025-12-10T20:20:30.936975] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-10T20:20:30.937004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-10T20:20:30.948924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-10T20:20:30.949225] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-10T20:20:30.949995] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-10T20:20:30.950055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:30.950089] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:30.950115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:30.950169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:31.010623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:31.011686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:31.011769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:31.011803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:31.138474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:31.138633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:31.138672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:31.138716] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:31.141963] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-10T20:20:31.142422] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-10T20:20:31.142541] [INFO ] [sig       ] CCRN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:31.287151] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CCRN.txt
[2025-12-10T20:20:31.287292] [INFO ] [sig       ] [641/3612] Completed CCRN in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-10T20:20:31.287357] [INFO ] [sig       ] [642/3612] Forecasting CCS...
[2025-12-10T20:20:31.287399] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-10T20:20:31.287438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-10T20:20:31.298846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-10T20:20:31.299132] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-10T20:20:31.299911] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-10T20:20:31.299966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:31.299998] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:31.300026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:31.300083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:31.358460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:31.359099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:31.359176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:31.359209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:31.476109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:31.476242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:31.476280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:31.476309] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:31.479593] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-10T20:20:31.479863] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-10T20:20:31.479996] [INFO ] [sig       ] CCS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:31.626852] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCS.txt
[2025-12-10T20:20:31.627005] [INFO ] [sig       ] [642/3612] Completed CCS in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-10T20:20:31.627043] [INFO ] [sig       ] [643/3612] Forecasting CCSI...
[2025-12-10T20:20:31.627072] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-10T20:20:31.627101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-10T20:20:31.638850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-10T20:20:31.639146] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-10T20:20:31.639912] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-10T20:20:31.639973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:31.640010] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:31.640042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:31.640104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:31.696995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:31.697609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:31.697682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:31.697744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:31.810490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:31.810611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:31.810647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:31.810673] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:31.813756] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=42.93%)
[2025-12-10T20:20:31.814017] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-10T20:20:31.814132] [INFO ] [sig       ] CCSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:31.953338] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CCSI.txt
[2025-12-10T20:20:31.953444] [INFO ] [sig       ] [643/3612] Completed CCSI in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-10T20:20:31.953480] [INFO ] [sig       ] [644/3612] Forecasting CDC...
[2025-12-10T20:20:31.953508] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-10T20:20:31.953535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-10T20:20:31.964398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-10T20:20:31.964658] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-10T20:20:31.965381] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-10T20:20:31.965429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:31.965459] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:31.965485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:31.965540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:32.022215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:32.022859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:32.022934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:32.022966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:32.136328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:32.136428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:32.136462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:32.136489] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:32.139603] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-10T20:20:32.139861] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-10T20:20:32.139979] [INFO ] [sig       ] CDC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:32.276245] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CDC.txt
[2025-12-10T20:20:32.276345] [INFO ] [sig       ] [644/3612] Completed CDC in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-10T20:20:32.276380] [INFO ] [sig       ] [645/3612] Forecasting CDE...
[2025-12-10T20:20:32.276407] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-10T20:20:32.276436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-10T20:20:32.287313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-10T20:20:32.287563] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-10T20:20:32.288338] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-10T20:20:32.288387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:32.288417] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:32.288442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:32.288514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:32.343842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:32.344418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:32.344494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:32.344524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:32.465350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:32.465459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:32.465493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:32.465523] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:32.468685] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=33.70%)
[2025-12-10T20:20:32.468946] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-10T20:20:32.469060] [INFO ] [sig       ] CDE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:32.608268] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDE.txt
[2025-12-10T20:20:32.608401] [INFO ] [sig       ] [645/3612] Completed CDE in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-10T20:20:32.608439] [INFO ] [sig       ] [646/3612] Forecasting CDIO...
[2025-12-10T20:20:32.608467] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-10T20:20:32.608495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-10T20:20:32.618937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-10T20:20:32.619244] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-10T20:20:32.620002] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-10T20:20:32.620051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:32.620105] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:32.620132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:32.620187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:32.675061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:32.675936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:32.676020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:32.676052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:32.794782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:32.794935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:32.794974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:32.795001] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:32.798314] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=18.47%)
[2025-12-10T20:20:32.798604] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-10T20:20:32.798729] [INFO ] [sig       ] CDIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:32.934753] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDIO.txt
[2025-12-10T20:20:32.934898] [INFO ] [sig       ] [646/3612] Completed CDIO in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.4m
[2025-12-10T20:20:32.934937] [INFO ] [sig       ] [647/3612] Forecasting CDL...
[2025-12-10T20:20:32.934965] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-10T20:20:32.934994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-10T20:20:32.946008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-10T20:20:32.946351] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-10T20:20:32.947115] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-10T20:20:32.947176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:32.947208] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:32.947233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:32.947288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:33.002662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:33.003595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:33.003680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:33.003711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:33.110239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:33.110387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:33.110426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:33.110453] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:33.113747] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-12-10T20:20:33.114018] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-10T20:20:33.114141] [INFO ] [sig       ] CDL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:33.252632] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDL.txt
[2025-12-10T20:20:33.252762] [INFO ] [sig       ] [647/3612] Completed CDL in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:33.252799] [INFO ] [sig       ] [648/3612] Forecasting CDNA...
[2025-12-10T20:20:33.252828] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-10T20:20:33.252856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-10T20:20:33.264186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-10T20:20:33.264483] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-10T20:20:33.265238] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-10T20:20:33.265289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:33.265320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:33.265345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:33.265400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:33.321044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:33.321799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:33.321876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:33.321907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:33.437604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:33.437774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:33.437813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:33.437840] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:33.441110] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-12-10T20:20:33.441374] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-10T20:20:33.441491] [INFO ] [sig       ] CDNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:33.580327] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CDNA.txt
[2025-12-10T20:20:33.580456] [INFO ] [sig       ] [648/3612] Completed CDNA in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:33.580493] [INFO ] [sig       ] [649/3612] Forecasting CDNS...
[2025-12-10T20:20:33.580521] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-10T20:20:33.580549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-10T20:20:33.592082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-10T20:20:33.592378] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-10T20:20:33.593139] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-10T20:20:33.593188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:33.593218] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:33.593243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:33.593297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:33.656186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:33.656936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:33.657014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:33.657046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:33.776542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:33.776703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:33.776741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:33.776801] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:33.780200] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-12-10T20:20:33.780474] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-10T20:20:33.780612] [INFO ] [sig       ] CDNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:33.920382] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDNS.txt
[2025-12-10T20:20:33.920522] [INFO ] [sig       ] [649/3612] Completed CDNS in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:33.920562] [INFO ] [sig       ] [650/3612] Forecasting CDP...
[2025-12-10T20:20:33.920610] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-10T20:20:33.920640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-10T20:20:33.932081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-10T20:20:33.932394] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-10T20:20:33.933145] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-10T20:20:33.933195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:33.933226] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:33.933251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:33.933304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:33.989734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:33.990478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:33.990556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:33.990609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:34.106161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:34.106311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:34.106348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:34.106375] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:34.109684] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-10T20:20:34.109957] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-10T20:20:34.110077] [INFO ] [sig       ] CDP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:34.246481] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CDP.txt
[2025-12-10T20:20:34.246634] [INFO ] [sig       ] [650/3612] Completed CDP in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:34.246674] [INFO ] [sig       ] [651/3612] Forecasting CDRE...
[2025-12-10T20:20:34.246702] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-10T20:20:34.246729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-10T20:20:34.257755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-10T20:20:34.258084] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-10T20:20:34.258845] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-10T20:20:34.258894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:34.258924] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:34.258949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:34.259004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:34.315329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:34.316059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:34.316137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:34.316170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:34.436861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:34.437029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:34.437071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:34.437100] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:34.440461] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-12-10T20:20:34.440756] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-10T20:20:34.440881] [INFO ] [sig       ] CDRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:34.577659] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CDRE.txt
[2025-12-10T20:20:34.577793] [INFO ] [sig       ] [651/3612] Completed CDRE in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:34.577836] [INFO ] [sig       ] [652/3612] Forecasting CDRO...
[2025-12-10T20:20:34.577865] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-10T20:20:34.577894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-10T20:20:34.588777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-10T20:20:34.589100] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-10T20:20:34.589872] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-10T20:20:34.589922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:34.589951] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:34.589975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:34.590028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:34.645879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:34.646554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:34.646651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:34.646684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:34.757685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:34.757860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:34.757900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:34.757928] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:34.761267] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-10T20:20:34.761561] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-10T20:20:34.761704] [INFO ] [sig       ] CDRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:34.910295] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDRO.txt
[2025-12-10T20:20:34.910434] [INFO ] [sig       ] [652/3612] Completed CDRO in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:34.910473] [INFO ] [sig       ] [653/3612] Forecasting CDTX...
[2025-12-10T20:20:34.910502] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-10T20:20:34.910532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-10T20:20:34.921384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-10T20:20:34.921716] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-10T20:20:34.922497] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-10T20:20:34.922549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:34.922603] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:34.922632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:34.922687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:34.979404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:34.980214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:34.980294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:34.980325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:35.103871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:35.104035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:35.104075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:35.104103] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:35.107603] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-10T20:20:35.107908] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-10T20:20:35.108041] [INFO ] [sig       ] CDTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:35.306999] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDTX.txt
[2025-12-10T20:20:35.307144] [INFO ] [sig       ] [653/3612] Completed CDTX in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:35.307183] [INFO ] [sig       ] [654/3612] Forecasting CDXS...
[2025-12-10T20:20:35.307212] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-10T20:20:35.307241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-10T20:20:35.318546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-10T20:20:35.318872] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-10T20:20:35.319663] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-10T20:20:35.319715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:35.319746] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:35.319771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:35.319830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:35.378796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:35.379564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:35.379664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:35.379697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:35.504337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:35.504499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:35.504539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:35.504567] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:35.507899] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-10T20:20:35.508167] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-10T20:20:35.508285] [INFO ] [sig       ] CDXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:35.646781] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CDXS.txt
[2025-12-10T20:20:35.646911] [INFO ] [sig       ] [654/3612] Completed CDXS in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:35.646948] [INFO ] [sig       ] [655/3612] Forecasting CDZI...
[2025-12-10T20:20:35.646977] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-10T20:20:35.647005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-10T20:20:35.659554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-10T20:20:35.659977] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-10T20:20:35.660819] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-10T20:20:35.660880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:35.660914] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:35.660942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:35.661002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:35.721279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:35.722184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:35.722269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:35.722302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:35.854260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:35.854424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:35.854477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:35.854518] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:35.858673] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-12-10T20:20:35.859078] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-10T20:20:35.859259] [INFO ] [sig       ] CDZI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:36.000439] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CDZI.txt
[2025-12-10T20:20:36.000606] [INFO ] [sig       ] [655/3612] Completed CDZI in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:36.000650] [INFO ] [sig       ] [656/3612] Forecasting CE...
[2025-12-10T20:20:36.000713] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-10T20:20:36.000761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-10T20:20:36.012987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-10T20:20:36.013349] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-10T20:20:36.014247] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-10T20:20:36.014307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:36.014344] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:36.014380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:36.014441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:36.073798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:36.074696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:36.074806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:36.074840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:36.207530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:36.207724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:36.207783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:36.207812] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:36.211327] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=33.09%)
[2025-12-10T20:20:36.211658] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-10T20:20:36.211819] [INFO ] [sig       ] CE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:36.360189] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CE.txt
[2025-12-10T20:20:36.360353] [INFO ] [sig       ] [656/3612] Completed CE in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:36.360400] [INFO ] [sig       ] [657/3612] Forecasting CECO...
[2025-12-10T20:20:36.360432] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-10T20:20:36.360462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-10T20:20:36.372311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-10T20:20:36.372679] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-10T20:20:36.373483] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-10T20:20:36.373544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:36.373602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:36.373632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:36.373690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:36.436131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:36.437158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:36.437258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:36.437304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:36.562704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:36.562854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:36.562893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:36.562922] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:36.566517] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-12-10T20:20:36.566834] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-10T20:20:36.566966] [INFO ] [sig       ] CECO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:36.713673] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CECO.txt
[2025-12-10T20:20:36.713846] [INFO ] [sig       ] [657/3612] Completed CECO in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:36.713888] [INFO ] [sig       ] [658/3612] Forecasting CEG...
[2025-12-10T20:20:36.713918] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-10T20:20:36.713946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-10T20:20:36.726656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-10T20:20:36.727075] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-10T20:20:36.728115] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-10T20:20:36.728179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:36.728232] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:36.728268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:36.728353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:36.787989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:36.788862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:36.788946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:36.788980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:36.911705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:36.911872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:36.911913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:36.911942] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:36.915317] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=59.20%)
[2025-12-10T20:20:36.915611] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-10T20:20:36.915737] [INFO ] [sig       ] CEG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:37.061306] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CEG.txt
[2025-12-10T20:20:37.061460] [INFO ] [sig       ] [658/3612] Completed CEG in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.3m
[2025-12-10T20:20:37.061500] [INFO ] [sig       ] [659/3612] Forecasting CELC...
[2025-12-10T20:20:37.061531] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-10T20:20:37.061560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-10T20:20:37.074222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-10T20:20:37.074623] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-10T20:20:37.075435] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-10T20:20:37.075486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:37.075518] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:37.075543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:37.075619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:37.136536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:37.137417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:37.137501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:37.137535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:37.256188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:37.256373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:37.256419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:37.256447] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:37.259887] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-10T20:20:37.260167] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-10T20:20:37.260290] [INFO ] [sig       ] CELC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:37.397416] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CELC.txt
[2025-12-10T20:20:37.397595] [INFO ] [sig       ] [659/3612] Completed CELC in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.3m
[2025-12-10T20:20:37.397637] [INFO ] [sig       ] [660/3612] Forecasting CELH...
[2025-12-10T20:20:37.397666] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-10T20:20:37.397695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-10T20:20:37.409167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-10T20:20:37.409504] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-10T20:20:37.410297] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-10T20:20:37.410348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:37.410380] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:37.410406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:37.410468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:37.465560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:37.466310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:37.466392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:37.466424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:37.581691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:37.581849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:37.581885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:37.581912] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:37.585207] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-10T20:20:37.585481] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-10T20:20:37.585622] [INFO ] [sig       ] CELH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:37.722235] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CELH.txt
[2025-12-10T20:20:37.722383] [INFO ] [sig       ] [660/3612] Completed CELH in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.3m
[2025-12-10T20:20:37.722422] [INFO ] [sig       ] [661/3612] Forecasting CELZ...
[2025-12-10T20:20:37.722450] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-10T20:20:37.722478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-10T20:20:37.733803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-10T20:20:37.734133] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-10T20:20:37.734904] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-10T20:20:37.734953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:37.734984] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:37.735010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:37.735064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:37.794200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:37.795086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:37.795188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:37.795240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:37.924246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:37.924429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:37.924470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:37.924509] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:37.928186] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-10T20:20:37.928540] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-10T20:20:37.928699] [INFO ] [sig       ] CELZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:38.067147] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CELZ.txt
[2025-12-10T20:20:38.067275] [INFO ] [sig       ] [661/3612] Completed CELZ in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.3m
[2025-12-10T20:20:38.067329] [INFO ] [sig       ] [662/3612] Forecasting CENTA...
[2025-12-10T20:20:38.067360] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-10T20:20:38.067388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-10T20:20:38.078540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-10T20:20:38.078834] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-10T20:20:38.079596] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-10T20:20:38.079646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:38.079676] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:38.079702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:38.079756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:38.136013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:38.136855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:38.136933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:38.136964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:38.252089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:38.252240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:38.252278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:38.252306] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:38.255632] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-10T20:20:38.255913] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-10T20:20:38.256030] [INFO ] [sig       ] CENTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:38.394504] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CENTA.txt
[2025-12-10T20:20:38.394660] [INFO ] [sig       ] [662/3612] Completed CENTA in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:38.394700] [INFO ] [sig       ] [663/3612] Forecasting CENX...
[2025-12-10T20:20:38.394729] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-10T20:20:38.394757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-10T20:20:38.406076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-10T20:20:38.406342] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-10T20:20:38.407142] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-10T20:20:38.407192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:38.407249] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:38.407276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:38.407330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:38.464027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:38.464674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:38.464747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:38.464778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:38.589872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:38.589986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:38.590021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:38.590048] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:38.593196] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=16.42%)
[2025-12-10T20:20:38.593473] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-10T20:20:38.593622] [INFO ] [sig       ] CENX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:38.741507] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CENX.txt
[2025-12-10T20:20:38.741655] [INFO ] [sig       ] [663/3612] Completed CENX in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:38.741695] [INFO ] [sig       ] [664/3612] Forecasting CERS...
[2025-12-10T20:20:38.741735] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-10T20:20:38.741775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-10T20:20:38.757739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-10T20:20:38.758196] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-10T20:20:38.759121] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-10T20:20:38.759177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:38.759209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:38.759234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:38.759289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:38.818677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:38.819637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:38.819734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:38.819767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:38.937551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:38.937753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:38.937794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:38.937820] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:38.941426] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-10T20:20:38.941827] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-10T20:20:38.941972] [INFO ] [sig       ] CERS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:39.088995] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CERS.txt
[2025-12-10T20:20:39.089168] [INFO ] [sig       ] [664/3612] Completed CERS in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:39.089208] [INFO ] [sig       ] [665/3612] Forecasting CETX...
[2025-12-10T20:20:39.089236] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-10T20:20:39.089264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-10T20:20:39.101952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-10T20:20:39.102435] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-10T20:20:39.103642] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-10T20:20:39.103726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:39.103767] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:39.103802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:39.103869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:39.171455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:39.172497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:39.172638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:39.172682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:39.291781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:39.291944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:39.292016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:39.292046] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:39.295520] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-10T20:20:39.295859] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-10T20:20:39.295997] [INFO ] [sig       ] CETX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:39.444248] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CETX.txt
[2025-12-10T20:20:39.444409] [INFO ] [sig       ] [665/3612] Completed CETX in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:39.444447] [INFO ] [sig       ] [666/3612] Forecasting CEVA...
[2025-12-10T20:20:39.444477] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-10T20:20:39.444507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-10T20:20:39.456851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-10T20:20:39.457236] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-10T20:20:39.458089] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-10T20:20:39.458159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:39.458192] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:39.458220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:39.458276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:39.516818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:39.517753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:39.517845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:39.517878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:39.641735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:39.641890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:39.641929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:39.641987] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:39.645300] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-10T20:20:39.645564] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-10T20:20:39.645700] [INFO ] [sig       ] CEVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:39.790196] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CEVA.txt
[2025-12-10T20:20:39.790347] [INFO ] [sig       ] [666/3612] Completed CEVA in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:39.790387] [INFO ] [sig       ] [667/3612] Forecasting CF...
[2025-12-10T20:20:39.790418] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-10T20:20:39.790447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-10T20:20:39.801878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-10T20:20:39.802182] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-10T20:20:39.802956] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-10T20:20:39.803006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:39.803036] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:39.803062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:39.803116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:39.859050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:39.859829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:39.859923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:39.859955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:39.975351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:39.975498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:39.975535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:39.975563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:39.978876] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-10T20:20:39.979144] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-10T20:20:39.979264] [INFO ] [sig       ] CF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:40.116320] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CF.txt
[2025-12-10T20:20:40.116449] [INFO ] [sig       ] [667/3612] Completed CF in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:40.116486] [INFO ] [sig       ] [668/3612] Forecasting CFFN...
[2025-12-10T20:20:40.116514] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-10T20:20:40.116543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-10T20:20:40.127565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-10T20:20:40.127926] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-10T20:20:40.128696] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-10T20:20:40.128745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:40.128775] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:40.128801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:40.128857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:40.184603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:40.185342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:40.185420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:40.185451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:40.303991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:40.304162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:40.304202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:40.304229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:40.307984] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-10T20:20:40.308305] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-10T20:20:40.308439] [INFO ] [sig       ] CFFN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:40.449864] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CFFN.txt
[2025-12-10T20:20:40.449994] [INFO ] [sig       ] [668/3612] Completed CFFN in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:40.450031] [INFO ] [sig       ] [669/3612] Forecasting CFG...
[2025-12-10T20:20:40.450060] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-10T20:20:40.450092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-10T20:20:40.462406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-10T20:20:40.462737] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-10T20:20:40.463509] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-10T20:20:40.463561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:40.463630] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:40.463661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:40.463721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:40.521073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:40.522077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:40.522183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:40.522228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:40.656051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:40.656217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:40.656274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:40.656305] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:40.659823] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-10T20:20:40.660129] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-10T20:20:40.660261] [INFO ] [sig       ] CFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:40.806620] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CFG.txt
[2025-12-10T20:20:40.806751] [INFO ] [sig       ] [669/3612] Completed CFG in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:40.806789] [INFO ] [sig       ] [670/3612] Forecasting CFO...
[2025-12-10T20:20:40.806817] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-10T20:20:40.806845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-10T20:20:40.817918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-10T20:20:40.818280] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-10T20:20:40.819102] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-10T20:20:40.819157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:40.819192] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:40.819218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:40.819274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:40.876256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:40.877039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:40.877120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:40.877153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:40.985840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:40.985992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:40.986030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:40.986059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:40.989469] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-10T20:20:40.989783] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-10T20:20:40.989935] [INFO ] [sig       ] CFO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:41.131940] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CFO.txt
[2025-12-10T20:20:41.132110] [INFO ] [sig       ] [670/3612] Completed CFO in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:41.132151] [INFO ] [sig       ] [671/3612] Forecasting CG...
[2025-12-10T20:20:41.132181] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-10T20:20:41.132215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-10T20:20:41.144253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-10T20:20:41.144636] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-10T20:20:41.145431] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-10T20:20:41.145484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:41.145515] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:41.145543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:41.145616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:41.201378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:41.202260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:41.202343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:41.202374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:41.321125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:41.321282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:41.321321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:41.321349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:41.324774] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-10T20:20:41.325074] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-10T20:20:41.325203] [INFO ] [sig       ] CG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:41.464210] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CG.txt
[2025-12-10T20:20:41.464367] [INFO ] [sig       ] [671/3612] Completed CG in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:41.464405] [INFO ] [sig       ] [672/3612] Forecasting CGABL...
[2025-12-10T20:20:41.464434] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-10T20:20:41.464463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-10T20:20:41.475663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-10T20:20:41.476004] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-10T20:20:41.476776] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-10T20:20:41.476825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:41.476855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:41.476880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:41.476934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:41.534026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:41.534890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:41.534972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:41.535005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:41.649295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:41.649462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:41.649500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:41.649527] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:41.652914] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-10T20:20:41.653204] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-10T20:20:41.653324] [INFO ] [sig       ] CGABL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:41.791642] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CGABL.txt
[2025-12-10T20:20:41.791792] [INFO ] [sig       ] [672/3612] Completed CGABL in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:41.791831] [INFO ] [sig       ] [673/3612] Forecasting CGBD...
[2025-12-10T20:20:41.791859] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-10T20:20:41.791907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-10T20:20:41.803420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-10T20:20:41.803765] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-10T20:20:41.804522] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-10T20:20:41.804590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:41.804622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:41.804648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:41.804702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:41.860170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:41.861011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:41.861120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:41.861153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:41.975690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:41.975844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:41.975882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:41.975910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:41.979205] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-10T20:20:41.979472] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-10T20:20:41.979608] [INFO ] [sig       ] CGBD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:42.116684] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CGBD.txt
[2025-12-10T20:20:42.116842] [INFO ] [sig       ] [673/3612] Completed CGBD in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:42.116880] [INFO ] [sig       ] [674/3612] Forecasting CGC...
[2025-12-10T20:20:42.116908] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-10T20:20:42.116938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-10T20:20:42.128693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-10T20:20:42.129023] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-10T20:20:42.129804] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-10T20:20:42.129854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:42.129884] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:42.129911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:42.129967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:42.185358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:42.186213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:42.186294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:42.186325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:42.302318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:42.302444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:42.302481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:42.302508] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:42.305829] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-10T20:20:42.306105] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-10T20:20:42.306231] [INFO ] [sig       ] CGC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:42.452562] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CGC.txt
[2025-12-10T20:20:42.452738] [INFO ] [sig       ] [674/3612] Completed CGC in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:42.452777] [INFO ] [sig       ] [675/3612] Forecasting CGEM...
[2025-12-10T20:20:42.452805] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-10T20:20:42.452835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-10T20:20:42.464650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-10T20:20:42.464972] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-10T20:20:42.465766] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-10T20:20:42.465816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:42.465847] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:42.465873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:42.465933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:42.522692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:42.523552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:42.523650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:42.523682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:42.638119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:42.638268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:42.638306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:42.638333] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:42.641594] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-10T20:20:42.641859] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-10T20:20:42.641975] [INFO ] [sig       ] CGEM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:42.778950] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CGEM.txt
[2025-12-10T20:20:42.779094] [INFO ] [sig       ] [675/3612] Completed CGEM in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:42.779132] [INFO ] [sig       ] [676/3612] Forecasting CGEN...
[2025-12-10T20:20:42.779163] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-10T20:20:42.779199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-10T20:20:42.790812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-10T20:20:42.791138] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-10T20:20:42.791916] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-10T20:20:42.791966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:42.791996] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:42.792021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:42.792075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:42.847599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:42.848365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:42.848445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:42.848475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:42.963798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:42.963958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:42.963996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:42.964023] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:42.967428] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=63.37%)
[2025-12-10T20:20:42.967751] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-10T20:20:42.967883] [INFO ] [sig       ] CGEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:43.108004] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CGEN.txt
[2025-12-10T20:20:43.108190] [INFO ] [sig       ] [676/3612] Completed CGEN in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 17.2m
[2025-12-10T20:20:43.108229] [INFO ] [sig       ] [677/3612] Forecasting CGNX...
[2025-12-10T20:20:43.108257] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-10T20:20:43.108285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-10T20:20:43.120681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-10T20:20:43.121060] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-10T20:20:43.121862] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-10T20:20:43.121939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:43.121979] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:43.122005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:43.122060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:43.180066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:43.180950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:43.181030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:43.181061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:43.297249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:43.297402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:43.297439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:43.297468] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:43.300870] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-10T20:20:43.301143] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-10T20:20:43.301272] [INFO ] [sig       ] CGNX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:43.449917] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CGNX.txt
[2025-12-10T20:20:43.450064] [INFO ] [sig       ] [677/3612] Completed CGNX in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:43.450102] [INFO ] [sig       ] [678/3612] Forecasting CGO...
[2025-12-10T20:20:43.450132] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-10T20:20:43.450160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-10T20:20:43.461792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-10T20:20:43.462136] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-10T20:20:43.462927] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-10T20:20:43.462979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:43.463012] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:43.463039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:43.463096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:43.520601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:43.521442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:43.521520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:43.521552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:43.636122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:43.636281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:43.636326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:43.636358] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:43.639862] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-12-10T20:20:43.640133] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-10T20:20:43.640253] [INFO ] [sig       ] CGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:43.784857] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CGO.txt
[2025-12-10T20:20:43.785065] [INFO ] [sig       ] [678/3612] Completed CGO in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:43.785129] [INFO ] [sig       ] [679/3612] Forecasting CGON...
[2025-12-10T20:20:43.785177] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-10T20:20:43.785222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-10T20:20:43.798008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-10T20:20:43.798353] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-10T20:20:43.799118] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-10T20:20:43.799169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:43.799200] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:43.799227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:43.799286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:43.856063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:43.856939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:43.857024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:43.857058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:43.981351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:43.981499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:43.981542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:43.981590] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:43.984957] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-10T20:20:43.985233] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-10T20:20:43.985360] [INFO ] [sig       ] CGON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:44.126123] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CGON.txt
[2025-12-10T20:20:44.126275] [INFO ] [sig       ] [679/3612] Completed CGON in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:44.126314] [INFO ] [sig       ] [680/3612] Forecasting CGTX...
[2025-12-10T20:20:44.126343] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-10T20:20:44.126373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-10T20:20:44.137845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-10T20:20:44.138150] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-10T20:20:44.138937] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-10T20:20:44.138988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:44.139059] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:44.139088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:44.139156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:44.194427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:44.195196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:44.195276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:44.195308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:44.317745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:44.317896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:44.317935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:44.317961] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:44.321786] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-10T20:20:44.322050] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-10T20:20:44.322172] [INFO ] [sig       ] CGTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:44.464471] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CGTX.txt
[2025-12-10T20:20:44.464630] [INFO ] [sig       ] [680/3612] Completed CGTX in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:44.464670] [INFO ] [sig       ] [681/3612] Forecasting CHCI...
[2025-12-10T20:20:44.464698] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-10T20:20:44.464728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-10T20:20:44.476325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-10T20:20:44.476677] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-10T20:20:44.477418] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-10T20:20:44.477468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:44.477498] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:44.477524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:44.477600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:44.535185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:44.535972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:44.536052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:44.536083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:44.652054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:44.652204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:44.652244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:44.652273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:44.655696] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-10T20:20:44.655973] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-10T20:20:44.656097] [INFO ] [sig       ] CHCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:44.796795] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHCI.txt
[2025-12-10T20:20:44.796939] [INFO ] [sig       ] [681/3612] Completed CHCI in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:44.796978] [INFO ] [sig       ] [682/3612] Forecasting CHCO...
[2025-12-10T20:20:44.797006] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-10T20:20:44.797035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-10T20:20:44.808526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-10T20:20:44.808912] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-10T20:20:44.809705] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-10T20:20:44.809769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:44.809804] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:44.809831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:44.809887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:44.866082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:44.866889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:44.866970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:44.867002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:44.995127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:44.995282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:44.995329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:44.995358] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:44.998756] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-10T20:20:44.999023] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-10T20:20:44.999146] [INFO ] [sig       ] CHCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:45.138606] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHCO.txt
[2025-12-10T20:20:45.138758] [INFO ] [sig       ] [682/3612] Completed CHCO in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:45.138801] [INFO ] [sig       ] [683/3612] Forecasting CHD...
[2025-12-10T20:20:45.138831] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-10T20:20:45.138860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-10T20:20:45.150111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-10T20:20:45.150445] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-10T20:20:45.151232] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-10T20:20:45.151283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:45.151314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:45.151339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:45.151393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:45.210244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:45.211282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:45.211363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:45.211394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:45.336302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:45.336451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:45.336489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:45.336591] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:45.340436] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-10T20:20:45.340730] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-10T20:20:45.340858] [INFO ] [sig       ] CHD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:45.487949] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHD.txt
[2025-12-10T20:20:45.488088] [INFO ] [sig       ] [683/3612] Completed CHD in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:45.488129] [INFO ] [sig       ] [684/3612] Forecasting CHDN...
[2025-12-10T20:20:45.488159] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-10T20:20:45.488189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-10T20:20:45.500507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-10T20:20:45.500847] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-10T20:20:45.501822] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-10T20:20:45.501872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:45.501902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:45.501928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:45.501982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:45.559282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:45.560002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:45.560080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:45.560111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:45.684781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:45.684943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:45.684991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:45.685020] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:45.688496] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-10T20:20:45.688789] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-10T20:20:45.688909] [INFO ] [sig       ] CHDN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:45.834179] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHDN.txt
[2025-12-10T20:20:45.834319] [INFO ] [sig       ] [684/3612] Completed CHDN in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:45.834356] [INFO ] [sig       ] [685/3612] Forecasting CHE...
[2025-12-10T20:20:45.834385] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-10T20:20:45.834424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-10T20:20:45.846704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-10T20:20:45.847046] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-10T20:20:45.848084] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-10T20:20:45.848135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:45.848166] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:45.848203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:45.848260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:45.909917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:45.910761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:45.910844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:45.910878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:46.033611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:46.033763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:46.033802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:46.033832] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:46.037253] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-10T20:20:46.037530] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-10T20:20:46.037672] [INFO ] [sig       ] CHE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:46.185101] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHE.txt
[2025-12-10T20:20:46.185255] [INFO ] [sig       ] [685/3612] Completed CHE in 0.4s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:46.185301] [INFO ] [sig       ] [686/3612] Forecasting CHEF...
[2025-12-10T20:20:46.185331] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-10T20:20:46.185360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-10T20:20:46.196647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-10T20:20:46.197005] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-10T20:20:46.197789] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-10T20:20:46.197840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:46.197871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:46.197897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:46.197952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:46.255626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:46.256503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:46.256604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:46.256640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:46.372319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:46.372477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:46.372516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:46.372544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:46.375916] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-10T20:20:46.376197] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-10T20:20:46.376324] [INFO ] [sig       ] CHEF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:46.515490] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHEF.txt
[2025-12-10T20:20:46.515662] [INFO ] [sig       ] [686/3612] Completed CHEF in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:46.515702] [INFO ] [sig       ] [687/3612] Forecasting CHH...
[2025-12-10T20:20:46.515731] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-10T20:20:46.515759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-10T20:20:46.527105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-10T20:20:46.527452] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-10T20:20:46.528359] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-10T20:20:46.528417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:46.528452] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:46.528483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:46.528552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:46.584280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:46.585151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:46.585229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:46.585261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:46.708363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:46.708529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:46.708583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:46.708614] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:46.712080] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-10T20:20:46.712413] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-10T20:20:46.712549] [INFO ] [sig       ] CHH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:46.850102] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHH.txt
[2025-12-10T20:20:46.850228] [INFO ] [sig       ] [687/3612] Completed CHH in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:46.850267] [INFO ] [sig       ] [688/3612] Forecasting CHI...
[2025-12-10T20:20:46.850302] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-10T20:20:46.850330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-10T20:20:46.861594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-10T20:20:46.861887] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-10T20:20:46.862652] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-10T20:20:46.862702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:46.862733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:46.862759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:46.862813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:46.917801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:46.918429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:46.918504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:46.918535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:47.036115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:47.036264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:47.036302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:47.036329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:47.039672] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-10T20:20:47.039943] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-10T20:20:47.040065] [INFO ] [sig       ] CHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:47.178946] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHI.txt
[2025-12-10T20:20:47.179058] [INFO ] [sig       ] [688/3612] Completed CHI in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:47.179095] [INFO ] [sig       ] [689/3612] Forecasting CHKP...
[2025-12-10T20:20:47.179123] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-10T20:20:47.179151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-10T20:20:47.190921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-10T20:20:47.191188] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-10T20:20:47.191946] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-10T20:20:47.191996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:47.192026] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:47.192051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:47.192105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:47.248245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:47.248859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:47.248932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:47.248963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:47.372054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:47.372206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:47.372261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:47.372289] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:47.375677] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-10T20:20:47.375961] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-10T20:20:47.376078] [INFO ] [sig       ] CHKP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:47.513944] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHKP.txt
[2025-12-10T20:20:47.514067] [INFO ] [sig       ] [689/3612] Completed CHKP in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:47.514104] [INFO ] [sig       ] [690/3612] Forecasting CHMI...
[2025-12-10T20:20:47.514132] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-10T20:20:47.514161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-10T20:20:47.525264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-10T20:20:47.525557] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-10T20:20:47.526311] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-10T20:20:47.526364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:47.526400] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:47.526432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:47.526489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:47.582569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:47.583327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:47.583441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:47.583473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:47.700780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:47.700921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:47.700960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:47.700987] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:47.704282] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-10T20:20:47.704543] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-10T20:20:47.704678] [INFO ] [sig       ] CHMI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:47.843297] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHMI.txt
[2025-12-10T20:20:47.843443] [INFO ] [sig       ] [690/3612] Completed CHMI in 0.3s | 2.86 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:47.843481] [INFO ] [sig       ] [691/3612] Forecasting CHRD...
[2025-12-10T20:20:47.843511] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-10T20:20:47.843539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-10T20:20:47.854866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-10T20:20:47.855134] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-10T20:20:47.855920] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-10T20:20:47.855968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:47.855998] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:47.856024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:47.856079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:47.912346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:47.913012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:47.913088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:47.913119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:48.030356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:48.030501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:48.030538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:48.030566] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:48.033828] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-10T20:20:48.034088] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-10T20:20:48.034205] [INFO ] [sig       ] CHRD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:48.175234] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHRD.txt
[2025-12-10T20:20:48.175368] [INFO ] [sig       ] [691/3612] Completed CHRD in 0.3s | 2.86 sym/s | Total: 4.0m | ETA: 17.1m
[2025-12-10T20:20:48.175411] [INFO ] [sig       ] [692/3612] Forecasting CHRS...
[2025-12-10T20:20:48.175441] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-10T20:20:48.175469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-10T20:20:48.186959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-10T20:20:48.187235] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-10T20:20:48.188042] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-10T20:20:48.188092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:48.188123] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:48.188147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:48.188201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:48.244208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:48.244869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:48.244945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:48.244975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:48.362119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:48.362227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:48.362263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:48.362290] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:48.365434] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-10T20:20:48.365714] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-10T20:20:48.365832] [INFO ] [sig       ] CHRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:48.510145] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHRS.txt
[2025-12-10T20:20:48.510297] [INFO ] [sig       ] [692/3612] Completed CHRS in 0.3s | 2.86 sym/s | Total: 4.0m | ETA: 17.0m
[2025-12-10T20:20:48.510335] [INFO ] [sig       ] [693/3612] Forecasting CHSCL...
[2025-12-10T20:20:48.510365] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-10T20:20:48.510392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-10T20:20:48.521964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-10T20:20:48.522334] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-10T20:20:48.523130] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-10T20:20:48.523181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:48.523224] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:48.523250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:48.523314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:48.579126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:48.579900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:48.579977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:48.580008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:48.692082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:48.692223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:48.692260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:48.692287] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:48.695524] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-10T20:20:48.695803] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-10T20:20:48.695918] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:48.836825] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHSCL.txt
[2025-12-10T20:20:48.836967] [INFO ] [sig       ] [693/3612] Completed CHSCL in 0.3s | 2.86 sym/s | Total: 4.0m | ETA: 17.0m
[2025-12-10T20:20:48.837006] [INFO ] [sig       ] [694/3612] Forecasting CHSCM...
[2025-12-10T20:20:48.837035] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-10T20:20:48.837064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-10T20:20:48.848010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-10T20:20:48.848340] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-10T20:20:48.849139] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-10T20:20:48.849191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:48.849221] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:48.849245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:48.849299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:48.905154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:48.905831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:48.905907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:48.905938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:49.017555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:49.017743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:49.017784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:49.017812] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:49.021144] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-12-10T20:20:49.021432] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-10T20:20:49.021559] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:49.161415] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHSCM.txt
[2025-12-10T20:20:49.161543] [INFO ] [sig       ] [694/3612] Completed CHSCM in 0.3s | 2.86 sym/s | Total: 4.0m | ETA: 17.0m
[2025-12-10T20:20:49.161597] [INFO ] [sig       ] [695/3612] Forecasting CHSCN...
[2025-12-10T20:20:49.161628] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-10T20:20:49.161656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-10T20:20:49.172389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-10T20:20:49.172671] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-10T20:20:49.173428] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-10T20:20:49.173486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:49.173517] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:49.173542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:49.173617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:49.229640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:49.230241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:49.230318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:49.230352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:49.343085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:49.343206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:49.343242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:49.343269] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:49.346536] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-10T20:20:49.346815] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-10T20:20:49.346935] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:49.484180] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHSCN.txt
[2025-12-10T20:20:49.484304] [INFO ] [sig       ] [695/3612] Completed CHSCN in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:49.484341] [INFO ] [sig       ] [696/3612] Forecasting CHSCO...
[2025-12-10T20:20:49.484370] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-10T20:20:49.484397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-10T20:20:49.494745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-10T20:20:49.495006] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-10T20:20:49.495750] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-10T20:20:49.495799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:49.495830] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:49.495856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:49.495910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:49.551785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:49.552366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:49.552441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:49.552471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:49.663340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:49.663482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:49.663520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:49.663547] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:49.666965] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-12-10T20:20:49.667250] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-10T20:20:49.667395] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:49.804707] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHSCO.txt
[2025-12-10T20:20:49.804850] [INFO ] [sig       ] [696/3612] Completed CHSCO in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:49.804904] [INFO ] [sig       ] [697/3612] Forecasting CHSCP...
[2025-12-10T20:20:49.804936] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-10T20:20:49.804964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-10T20:20:49.815892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-10T20:20:49.816213] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-10T20:20:49.817000] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-10T20:20:49.817050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:49.817081] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:49.817106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:49.817165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:49.872479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:49.873141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:49.873216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:49.873246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:49.977408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:49.977554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:49.977609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:49.977638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:49.980951] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-10T20:20:49.981216] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-10T20:20:49.981336] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:50.118473] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHSCP.txt
[2025-12-10T20:20:50.118605] [INFO ] [sig       ] [697/3612] Completed CHSCP in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:50.118644] [INFO ] [sig       ] [698/3612] Forecasting CHWY...
[2025-12-10T20:20:50.118673] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-10T20:20:50.118702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-10T20:20:50.129636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-10T20:20:50.129912] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-10T20:20:50.130676] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-10T20:20:50.130725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:50.130755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:50.130781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:50.130836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:50.186542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:50.187205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:50.187281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:50.187312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:50.307911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:50.308050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:50.308104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:50.308137] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:50.311424] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-10T20:20:50.311717] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-10T20:20:50.311856] [INFO ] [sig       ] CHWY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:50.454184] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CHWY.txt
[2025-12-10T20:20:50.454355] [INFO ] [sig       ] [698/3612] Completed CHWY in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:50.454393] [INFO ] [sig       ] [699/3612] Forecasting CHY...
[2025-12-10T20:20:50.454421] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-10T20:20:50.454449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-10T20:20:50.466133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-10T20:20:50.466470] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-10T20:20:50.467234] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-10T20:20:50.467283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:50.467314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:50.467340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:50.467395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:50.525457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:50.526336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:50.526422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:50.526456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:50.642912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:50.643069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:50.643107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:50.643133] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:50.646448] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-10T20:20:50.646746] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-10T20:20:50.646867] [INFO ] [sig       ] CHY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:50.788343] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CHY.txt
[2025-12-10T20:20:50.788494] [INFO ] [sig       ] [699/3612] Completed CHY in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:50.788534] [INFO ] [sig       ] [700/3612] Forecasting CI...
[2025-12-10T20:20:50.788563] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-10T20:20:50.788610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-10T20:20:50.800176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-10T20:20:50.800524] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-10T20:20:50.801308] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-10T20:20:50.801359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:50.801389] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:50.801414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:50.801468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:50.857866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:50.858711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:50.858791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:50.858824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:50.976421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:50.976621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:50.976678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:50.976705] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:50.980130] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-12-10T20:20:50.980409] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-10T20:20:50.980531] [INFO ] [sig       ] CI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:51.117651] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CI.txt
[2025-12-10T20:20:51.117790] [INFO ] [sig       ] [700/3612] Completed CI in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:51.117828] [INFO ] [sig       ] [701/3612] Forecasting CIA...
[2025-12-10T20:20:51.117856] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-10T20:20:51.117883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-10T20:20:51.128428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-10T20:20:51.128727] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-10T20:20:51.129474] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-10T20:20:51.129523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:51.129553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:51.129600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:51.129656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:51.188538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:51.189278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:51.189356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:51.189389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:51.307436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:51.307565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:51.307621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:51.307647] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:51.310915] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-10T20:20:51.311177] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-10T20:20:51.311293] [INFO ] [sig       ] CIA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:51.448942] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CIA.txt
[2025-12-10T20:20:51.449063] [INFO ] [sig       ] [701/3612] Completed CIA in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:51.449099] [INFO ] [sig       ] [702/3612] Forecasting CIB...
[2025-12-10T20:20:51.449128] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-10T20:20:51.449157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-10T20:20:51.460218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-10T20:20:51.460496] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-10T20:20:51.461263] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-10T20:20:51.461313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:51.461343] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:51.461369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:51.461423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:51.518612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:51.519242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:51.519332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:51.519369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:51.641210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:51.641343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:51.641380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:51.641407] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:51.644680] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-10T20:20:51.644941] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-10T20:20:51.645059] [INFO ] [sig       ] CIB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:51.784452] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CIB.txt
[2025-12-10T20:20:51.784631] [INFO ] [sig       ] [702/3612] Completed CIB in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:51.784674] [INFO ] [sig       ] [703/3612] Forecasting CIEN...
[2025-12-10T20:20:51.784702] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-10T20:20:51.784731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-10T20:20:51.796142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-10T20:20:51.796521] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-10T20:20:51.797308] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-10T20:20:51.797360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:51.797391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:51.797420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:51.797475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:51.853747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:51.854590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:51.854671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:51.854701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:51.983051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:51.983227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:51.983271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:51.983299] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:51.986747] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-10T20:20:51.987030] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-10T20:20:51.987157] [INFO ] [sig       ] CIEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:52.126243] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CIEN.txt
[2025-12-10T20:20:52.126368] [INFO ] [sig       ] [703/3612] Completed CIEN in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:52.126405] [INFO ] [sig       ] [704/3612] Forecasting CIF...
[2025-12-10T20:20:52.126464] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-10T20:20:52.126497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-10T20:20:52.138630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-10T20:20:52.138964] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-10T20:20:52.139741] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-10T20:20:52.139791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:52.139833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:52.139860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:52.139915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:52.197068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:52.197847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:52.197929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:52.197962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:52.304247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:52.304388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:52.304426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:52.304458] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:52.307876] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-10T20:20:52.308149] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-10T20:20:52.308271] [INFO ] [sig       ] CIF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:52.447897] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CIF.txt
[2025-12-10T20:20:52.448027] [INFO ] [sig       ] [704/3612] Completed CIF in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 17.0m
[2025-12-10T20:20:52.448064] [INFO ] [sig       ] [705/3612] Forecasting CIG...
[2025-12-10T20:20:52.448093] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-10T20:20:52.448121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-10T20:20:52.459816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-10T20:20:52.460096] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-10T20:20:52.460857] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-10T20:20:52.460906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:52.460936] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:52.460961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:52.461020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:52.520036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:52.520736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:52.520814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:52.520847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:52.640801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:52.640959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:52.640998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:52.641030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:52.644541] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2025-12-10T20:20:52.644838] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-10T20:20:52.644967] [INFO ] [sig       ] CIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:52.785692] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CIG.txt
[2025-12-10T20:20:52.785813] [INFO ] [sig       ] [705/3612] Completed CIG in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:52.785851] [INFO ] [sig       ] [706/3612] Forecasting CIGI...
[2025-12-10T20:20:52.785880] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-10T20:20:52.785908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-10T20:20:52.797518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-10T20:20:52.797871] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-10T20:20:52.798675] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-10T20:20:52.798731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:52.798763] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:52.798790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:52.798847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:52.867461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:52.868376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:52.868458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:52.868490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:52.982077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:52.982217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:52.982254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:52.982281] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:52.985518] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-10T20:20:52.985800] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-10T20:20:52.985920] [INFO ] [sig       ] CIGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:53.124120] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CIGI.txt
[2025-12-10T20:20:53.124245] [INFO ] [sig       ] [706/3612] Completed CIGI in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:53.124282] [INFO ] [sig       ] [707/3612] Forecasting CII...
[2025-12-10T20:20:53.124311] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-10T20:20:53.124339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-10T20:20:53.135273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-10T20:20:53.135551] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-10T20:20:53.136308] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-10T20:20:53.136358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:53.136389] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:53.136415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:53.136502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:53.192643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:53.193290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:53.193367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:53.193398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:53.311026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:53.311171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:53.311207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:53.311235] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:53.314535] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-10T20:20:53.314824] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-10T20:20:53.314943] [INFO ] [sig       ] CII: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:53.455416] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CII.txt
[2025-12-10T20:20:53.455539] [INFO ] [sig       ] [707/3612] Completed CII in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:53.455596] [INFO ] [sig       ] [708/3612] Forecasting CIM...
[2025-12-10T20:20:53.455628] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-10T20:20:53.455664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-10T20:20:53.467152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-10T20:20:53.467441] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-10T20:20:53.468236] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-10T20:20:53.468290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:53.468320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:53.468345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:53.468400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:53.524107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:53.524764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:53.524842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:53.524878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:53.641777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:53.641932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:53.641972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:53.642000] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:53.645369] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-10T20:20:53.645711] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-10T20:20:53.645845] [INFO ] [sig       ] CIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:53.799262] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CIM.txt
[2025-12-10T20:20:53.799418] [INFO ] [sig       ] [708/3612] Completed CIM in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:53.799457] [INFO ] [sig       ] [709/3612] Forecasting CINF...
[2025-12-10T20:20:53.799486] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-10T20:20:53.799519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-10T20:20:53.813165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-10T20:20:53.813630] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-10T20:20:53.814420] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-10T20:20:53.814476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:53.814505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:53.814530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:53.814605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:53.870122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:53.871103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:53.871193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:53.871225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:53.989748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:53.989908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:53.989947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:53.989975] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:53.993319] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-10T20:20:53.993612] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-10T20:20:53.993738] [INFO ] [sig       ] CINF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:54.130640] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CINF.txt
[2025-12-10T20:20:54.130799] [INFO ] [sig       ] [709/3612] Completed CINF in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:54.130840] [INFO ] [sig       ] [710/3612] Forecasting CING...
[2025-12-10T20:20:54.130870] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-10T20:20:54.130898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-10T20:20:54.142510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-10T20:20:54.142806] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-10T20:20:54.143545] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-10T20:20:54.143611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:54.143643] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:54.143669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:54.143723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:54.201850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:54.202503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:54.202598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:54.202633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:54.318097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:54.318241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:54.318280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:54.318308] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:54.321745] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-10T20:20:54.322057] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-10T20:20:54.322180] [INFO ] [sig       ] CING: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:54.465618] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CING.txt
[2025-12-10T20:20:54.465758] [INFO ] [sig       ] [710/3612] Completed CING in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:54.465797] [INFO ] [sig       ] [711/3612] Forecasting CIO...
[2025-12-10T20:20:54.465826] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-10T20:20:54.465855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-10T20:20:54.477093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-10T20:20:54.477391] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-10T20:20:54.478226] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-10T20:20:54.478277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:54.478308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:54.478333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:54.478387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:54.535893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:54.536547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:54.536641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:54.536674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:54.655274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:54.655402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:54.655440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:54.655470] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:54.658953] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=87.92%)
[2025-12-10T20:20:54.659229] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-10T20:20:54.659352] [INFO ] [sig       ] CIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:54.799966] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CIO.txt
[2025-12-10T20:20:54.800122] [INFO ] [sig       ] [711/3612] Completed CIO in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:54.800161] [INFO ] [sig       ] [712/3612] Forecasting CION...
[2025-12-10T20:20:54.800190] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-10T20:20:54.800218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-10T20:20:54.811695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-10T20:20:54.812054] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-10T20:20:54.812825] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-10T20:20:54.812875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:54.812905] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:54.812931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:54.812986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:54.870316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:54.871154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:54.871234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:54.871264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:54.995860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:54.996017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:54.996055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:54.996082] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:54.999450] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-10T20:20:54.999751] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-10T20:20:54.999899] [INFO ] [sig       ] CION: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:55.140413] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CION.txt
[2025-12-10T20:20:55.140589] [INFO ] [sig       ] [712/3612] Completed CION in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.9m
[2025-12-10T20:20:55.140630] [INFO ] [sig       ] [713/3612] Forecasting CISS...
[2025-12-10T20:20:55.140659] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-10T20:20:55.140687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-10T20:20:55.152053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-10T20:20:55.152409] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-10T20:20:55.153265] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-10T20:20:55.153315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:55.153346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:55.153371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:55.153427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:55.209894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:55.210734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:55.210814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:55.210845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:55.323465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:55.323628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:55.323670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:55.323698] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:55.327002] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-10T20:20:55.327372] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-10T20:20:55.327497] [INFO ] [sig       ] CISS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:55.466152] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CISS.txt
[2025-12-10T20:20:55.466301] [INFO ] [sig       ] [713/3612] Completed CISS in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:55.466340] [INFO ] [sig       ] [714/3612] Forecasting CIVB...
[2025-12-10T20:20:55.466370] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-10T20:20:55.466400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-10T20:20:55.477777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-10T20:20:55.478126] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-10T20:20:55.478896] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-10T20:20:55.478946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:55.478976] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:55.479002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:55.479057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:55.535448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:55.536293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:55.536372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:55.536404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:55.655858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:55.656015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:55.656053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:55.656080] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:55.659594] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-10T20:20:55.659943] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-10T20:20:55.660078] [INFO ] [sig       ] CIVB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:55.801255] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CIVB.txt
[2025-12-10T20:20:55.801415] [INFO ] [sig       ] [714/3612] Completed CIVB in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:55.801454] [INFO ] [sig       ] [715/3612] Forecasting CIVI...
[2025-12-10T20:20:55.801485] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-10T20:20:55.801513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-10T20:20:55.812888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-10T20:20:55.813213] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-10T20:20:55.813983] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-10T20:20:55.814033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:55.814064] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:55.814090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:55.814156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:55.871094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:55.871934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:55.872013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:55.872044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:55.989937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:55.990113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:55.990158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:55.990188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:55.993747] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-10T20:20:55.994081] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-10T20:20:55.994214] [INFO ] [sig       ] CIVI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:56.133695] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CIVI.txt
[2025-12-10T20:20:56.133861] [INFO ] [sig       ] [715/3612] Completed CIVI in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:56.133902] [INFO ] [sig       ] [716/3612] Forecasting CLB...
[2025-12-10T20:20:56.133930] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-10T20:20:56.133958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-10T20:20:56.146296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-10T20:20:56.146697] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-10T20:20:56.147480] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-10T20:20:56.147533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:56.147564] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:56.147620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:56.147676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:56.204761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:56.205643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:56.205725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:56.205757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:56.319068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:56.319224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:56.319262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:56.319290] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:56.322611] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-10T20:20:56.322883] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-10T20:20:56.323002] [INFO ] [sig       ] CLB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:56.463026] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLB.txt
[2025-12-10T20:20:56.463178] [INFO ] [sig       ] [716/3612] Completed CLB in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:56.463218] [INFO ] [sig       ] [717/3612] Forecasting CLBK...
[2025-12-10T20:20:56.463245] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-10T20:20:56.463273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-10T20:20:56.475427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-10T20:20:56.475799] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-10T20:20:56.476535] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-10T20:20:56.476638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:56.476672] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:56.476698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:56.476754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:56.533214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:56.534097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:56.534184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:56.534215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:56.649043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:56.649217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:56.649258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:56.649286] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:56.652724] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-10T20:20:56.653004] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-10T20:20:56.653130] [INFO ] [sig       ] CLBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:56.793332] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLBK.txt
[2025-12-10T20:20:56.793488] [INFO ] [sig       ] [717/3612] Completed CLBK in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:56.793526] [INFO ] [sig       ] [718/3612] Forecasting CLCO...
[2025-12-10T20:20:56.793556] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-10T20:20:56.793603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-10T20:20:56.804968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-10T20:20:56.805344] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-10T20:20:56.806122] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-10T20:20:56.806173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:56.806204] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:56.806229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:56.806284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:56.862713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:56.863595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:56.863679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:56.863711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:56.981615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:56.981787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:56.981827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:56.981855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:56.985292] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-10T20:20:56.985603] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-10T20:20:56.985735] [INFO ] [sig       ] CLCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:57.129453] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLCO.txt
[2025-12-10T20:20:57.129625] [INFO ] [sig       ] [718/3612] Completed CLCO in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:57.129666] [INFO ] [sig       ] [719/3612] Forecasting CLDX...
[2025-12-10T20:20:57.129697] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-10T20:20:57.129725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-10T20:20:57.141458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-10T20:20:57.141838] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-10T20:20:57.142594] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-10T20:20:57.142644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:57.142675] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:57.142701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:57.142771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:57.201263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:57.202143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:57.202228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:57.202260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:57.326201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:57.326358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:57.326396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:57.326424] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:57.330124] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-12-10T20:20:57.330488] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-10T20:20:57.330657] [INFO ] [sig       ] CLDX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:57.475814] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLDX.txt
[2025-12-10T20:20:57.475967] [INFO ] [sig       ] [719/3612] Completed CLDX in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.9m
[2025-12-10T20:20:57.476005] [INFO ] [sig       ] [720/3612] Forecasting CLF...
[2025-12-10T20:20:57.476035] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-10T20:20:57.476063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-10T20:20:57.487503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-10T20:20:57.487916] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-10T20:20:57.488720] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-10T20:20:57.488770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:57.488801] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:57.488827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:57.488883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:57.546463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:57.547352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:57.547441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:57.547472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:57.674614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:57.674964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:57.675003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:57.675031] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:57.678551] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-10T20:20:57.678842] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-10T20:20:57.678962] [INFO ] [sig       ] CLF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:57.828263] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLF.txt
[2025-12-10T20:20:57.828421] [INFO ] [sig       ] [720/3612] Completed CLF in 0.4s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:57.828497] [INFO ] [sig       ] [721/3612] Forecasting CLFD...
[2025-12-10T20:20:57.828532] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-10T20:20:57.828566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-10T20:20:57.840104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-10T20:20:57.840486] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-10T20:20:57.841338] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-10T20:20:57.841392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:57.841423] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:57.841449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:57.841506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:57.902176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:57.903065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:57.903148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:57.903181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:58.030810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:58.030968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:58.031007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:58.031035] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:58.035067] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-10T20:20:58.035370] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-10T20:20:58.035498] [INFO ] [sig       ] CLFD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:58.179696] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLFD.txt
[2025-12-10T20:20:58.179873] [INFO ] [sig       ] [721/3612] Completed CLFD in 0.4s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:58.179918] [INFO ] [sig       ] [722/3612] Forecasting CLH...
[2025-12-10T20:20:58.179951] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-10T20:20:58.179983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-10T20:20:58.195958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-10T20:20:58.196336] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-10T20:20:58.197119] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-10T20:20:58.197169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:58.197199] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:58.197224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:58.197278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:58.254913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:58.255805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:58.255891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:58.255923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:58.373999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:58.374153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:58.374191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:58.374218] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:58.377637] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-10T20:20:58.377976] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-10T20:20:58.378106] [INFO ] [sig       ] CLH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:20:58.523164] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLH.txt
[2025-12-10T20:20:58.523312] [INFO ] [sig       ] [722/3612] Completed CLH in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:58.523353] [INFO ] [sig       ] [723/3612] Forecasting CLLS...
[2025-12-10T20:20:58.523381] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-10T20:20:58.523409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-10T20:20:58.534914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-10T20:20:58.535277] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-10T20:20:58.536042] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-10T20:20:58.536092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:58.536122] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:58.536149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:58.536204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:58.592821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:58.593681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:58.593765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:58.593797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:58.718237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:58.718397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:58.718436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:58.718465] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:58.722428] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-10T20:20:58.722915] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-10T20:20:58.723065] [INFO ] [sig       ] CLLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:58.865413] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLLS.txt
[2025-12-10T20:20:58.865556] [INFO ] [sig       ] [723/3612] Completed CLLS in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:58.865617] [INFO ] [sig       ] [724/3612] Forecasting CLMB...
[2025-12-10T20:20:58.865646] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-10T20:20:58.865674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-10T20:20:58.877515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-10T20:20:58.877893] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-10T20:20:58.878684] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-10T20:20:58.878735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:58.878766] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:58.878820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:58.878877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:58.934554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:58.935316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:58.935397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:58.935430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:59.052597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:59.052750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:59.052805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:59.052835] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:59.056326] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=80.61%)
[2025-12-10T20:20:59.056645] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-10T20:20:59.056771] [INFO ] [sig       ] CLMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:59.196375] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLMB.txt
[2025-12-10T20:20:59.196515] [INFO ] [sig       ] [724/3612] Completed CLMB in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:59.196554] [INFO ] [sig       ] [725/3612] Forecasting CLNE...
[2025-12-10T20:20:59.196603] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-10T20:20:59.196633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-10T20:20:59.207826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-10T20:20:59.208149] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-10T20:20:59.208931] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-10T20:20:59.208982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:59.209013] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:59.209039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:59.209093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:59.281650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:59.282470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:59.282550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:59.282602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:59.422326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:59.422491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:59.422532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:59.422560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:59.426190] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-10T20:20:59.426475] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-10T20:20:59.426632] [INFO ] [sig       ] CLNE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:59.568879] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLNE.txt
[2025-12-10T20:20:59.569023] [INFO ] [sig       ] [725/3612] Completed CLNE in 0.4s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:59.569065] [INFO ] [sig       ] [726/3612] Forecasting CLNN...
[2025-12-10T20:20:59.569095] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-10T20:20:59.569125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-10T20:20:59.580425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-10T20:20:59.580774] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-10T20:20:59.581525] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-10T20:20:59.581601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:59.581634] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:59.581661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:59.581715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:20:59.639366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:20:59.640297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:20:59.640381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:20:59.640414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:20:59.773156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:20:59.773309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:20:59.773350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:20:59.773377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:20:59.776744] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-10T20:20:59.777038] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-10T20:20:59.777169] [INFO ] [sig       ] CLNN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:20:59.942327] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLNN.txt
[2025-12-10T20:20:59.942476] [INFO ] [sig       ] [726/3612] Completed CLNN in 0.4s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:20:59.942517] [INFO ] [sig       ] [727/3612] Forecasting CLOA...
[2025-12-10T20:20:59.942545] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-10T20:20:59.942591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-10T20:20:59.954260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-10T20:20:59.954646] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-10T20:20:59.955435] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-10T20:20:59.955486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:20:59.955518] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:20:59.955543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:20:59.955627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:00.013275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:00.014195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:00.014280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:00.014314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:00.130439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:00.130612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:00.130653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:00.130682] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:00.134500] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-12-10T20:21:00.134939] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-10T20:21:00.135098] [INFO ] [sig       ] CLOA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:00.291262] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLOA.txt
[2025-12-10T20:21:00.291404] [INFO ] [sig       ] [727/3612] Completed CLOA in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:21:00.291442] [INFO ] [sig       ] [728/3612] Forecasting CLRB...
[2025-12-10T20:21:00.291472] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-10T20:21:00.291500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-10T20:21:00.303683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-10T20:21:00.304180] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-10T20:21:00.305145] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-10T20:21:00.305197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:00.305241] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:00.305268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:00.305322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:00.366155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:00.366988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:00.367076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:00.367119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:00.482660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:00.482821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:00.482862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:00.482888] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:00.486355] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-10T20:21:00.486674] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-10T20:21:00.486807] [INFO ] [sig       ] CLRB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:00.627826] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLRB.txt
[2025-12-10T20:21:00.627988] [INFO ] [sig       ] [728/3612] Completed CLRB in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:21:00.628028] [INFO ] [sig       ] [729/3612] Forecasting CLRO...
[2025-12-10T20:21:00.628056] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-10T20:21:00.628085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-10T20:21:00.639099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-10T20:21:00.639508] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-10T20:21:00.640338] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-10T20:21:00.640390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:00.640426] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:00.640456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:00.640511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:00.696969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:00.697882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:00.697975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:00.698007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:00.808424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:00.808592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:00.808632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:00.808659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:00.811990] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-10T20:21:00.812281] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-10T20:21:00.812410] [INFO ] [sig       ] CLRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:00.951989] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLRO.txt
[2025-12-10T20:21:00.952138] [INFO ] [sig       ] [729/3612] Completed CLRO in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.8m
[2025-12-10T20:21:00.952177] [INFO ] [sig       ] [730/3612] Forecasting CLS...
[2025-12-10T20:21:00.952206] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-10T20:21:00.952234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-10T20:21:00.963341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-10T20:21:00.963683] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-10T20:21:00.964433] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-10T20:21:00.964483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:00.964514] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:00.964538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:00.964615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:01.020005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:01.020821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:01.020902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:01.020935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:01.140481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:01.140663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:01.140703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:01.140731] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:01.144133] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-10T20:21:01.144409] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-10T20:21:01.144532] [INFO ] [sig       ] CLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:01.294017] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CLS.txt
[2025-12-10T20:21:01.294167] [INFO ] [sig       ] [730/3612] Completed CLS in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:01.294206] [INFO ] [sig       ] [731/3612] Forecasting CLX...
[2025-12-10T20:21:01.294234] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-10T20:21:01.294262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-10T20:21:01.306325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-10T20:21:01.306769] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-10T20:21:01.307663] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-10T20:21:01.307746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:01.307781] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:01.307808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:01.307863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:01.365830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:01.366693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:01.366779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:01.366812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:01.494751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:01.494930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:01.494971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:01.494999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:01.499321] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-10T20:21:01.499624] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-10T20:21:01.499771] [INFO ] [sig       ] CLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:01.645790] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CLX.txt
[2025-12-10T20:21:01.645940] [INFO ] [sig       ] [731/3612] Completed CLX in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:01.645980] [INFO ] [sig       ] [732/3612] Forecasting CM...
[2025-12-10T20:21:01.646015] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-10T20:21:01.646045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-10T20:21:01.657458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-10T20:21:01.657901] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-10T20:21:01.658694] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-10T20:21:01.658745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:01.658776] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:01.658801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:01.658855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:01.719137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:01.720056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:01.720139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:01.720176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:01.863460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:01.863630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:01.863672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:01.863698] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:01.867028] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-12-10T20:21:01.867302] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-10T20:21:01.867423] [INFO ] [sig       ] CM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:02.006158] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CM.txt
[2025-12-10T20:21:02.006318] [INFO ] [sig       ] [732/3612] Completed CM in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:02.006356] [INFO ] [sig       ] [733/3612] Forecasting CMA...
[2025-12-10T20:21:02.006384] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-10T20:21:02.006413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-10T20:21:02.017860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-10T20:21:02.018265] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-10T20:21:02.019123] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-10T20:21:02.019177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:02.019209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:02.019234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:02.019289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:02.078082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:02.078984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:02.079071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:02.079103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:02.202378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:02.202592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:02.202650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:02.202690] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:02.207215] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-10T20:21:02.207649] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-10T20:21:02.207862] [INFO ] [sig       ] CMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:02.363437] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMA.txt
[2025-12-10T20:21:02.363617] [INFO ] [sig       ] [733/3612] Completed CMA in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:02.363659] [INFO ] [sig       ] [734/3612] Forecasting CMC...
[2025-12-10T20:21:02.363687] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-10T20:21:02.363715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-10T20:21:02.375971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-10T20:21:02.376425] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-10T20:21:02.377301] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-10T20:21:02.377353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:02.377383] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:02.377409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:02.377465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:02.432863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:02.433807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:02.433932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:02.434020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:02.559442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:02.559664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:02.559734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:02.559772] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:02.563946] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-10T20:21:02.564344] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-10T20:21:02.564503] [INFO ] [sig       ] CMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:02.730843] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMC.txt
[2025-12-10T20:21:02.731006] [INFO ] [sig       ] [734/3612] Completed CMC in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:02.731045] [INFO ] [sig       ] [735/3612] Forecasting CMCM...
[2025-12-10T20:21:02.731075] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-10T20:21:02.731104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-10T20:21:02.744537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-10T20:21:02.744949] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-10T20:21:02.745754] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-10T20:21:02.745814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:02.745855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:02.745892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:02.745971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:02.805743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:02.806704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:02.806814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:02.806846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:02.920984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:02.921144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:02.921182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:02.921227] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:02.924983] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-10T20:21:02.925348] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-10T20:21:02.925498] [INFO ] [sig       ] CMCM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:03.071129] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMCM.txt
[2025-12-10T20:21:03.071304] [INFO ] [sig       ] [735/3612] Completed CMCM in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:03.071344] [INFO ] [sig       ] [736/3612] Forecasting CMCO...
[2025-12-10T20:21:03.071375] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-10T20:21:03.071404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-10T20:21:03.084389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-10T20:21:03.084825] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-10T20:21:03.085630] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-10T20:21:03.085683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:03.085714] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:03.085739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:03.085794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:03.143793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:03.144717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:03.144809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:03.144842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:03.268317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:03.268471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:03.268511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:03.268539] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:03.271941] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-10T20:21:03.272223] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-10T20:21:03.272353] [INFO ] [sig       ] CMCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:03.417915] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMCO.txt
[2025-12-10T20:21:03.418084] [INFO ] [sig       ] [736/3612] Completed CMCO in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.8m
[2025-12-10T20:21:03.418126] [INFO ] [sig       ] [737/3612] Forecasting CMCSA...
[2025-12-10T20:21:03.418154] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-10T20:21:03.418182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-10T20:21:03.430391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-10T20:21:03.430806] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-10T20:21:03.431589] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-10T20:21:03.431639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:03.431671] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:03.431701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:03.431756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:03.487379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:03.488314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:03.488412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:03.488481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:03.613206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:03.613364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:03.613429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:03.613471] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:03.617166] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=83.77%)
[2025-12-10T20:21:03.617474] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-10T20:21:03.617625] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:03.773945] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMCSA.txt
[2025-12-10T20:21:03.774127] [INFO ] [sig       ] [737/3612] Completed CMCSA in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:03.774167] [INFO ] [sig       ] [738/3612] Forecasting CME...
[2025-12-10T20:21:03.774195] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-10T20:21:03.774222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-10T20:21:03.788540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-10T20:21:03.789157] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-10T20:21:03.790120] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-10T20:21:03.790182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:03.790225] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:03.790263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:03.790343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:03.850295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:03.851451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:03.851604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:03.851639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:03.971773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:03.972043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:03.972087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:03.972116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:03.976008] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-12-10T20:21:03.976321] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-10T20:21:03.976451] [INFO ] [sig       ] CME: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:04.121500] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CME.txt
[2025-12-10T20:21:04.121694] [INFO ] [sig       ] [738/3612] Completed CME in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:04.121738] [INFO ] [sig       ] [739/3612] Forecasting CMG...
[2025-12-10T20:21:04.121769] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-10T20:21:04.121801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-10T20:21:04.133623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-10T20:21:04.133988] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-10T20:21:04.134832] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-10T20:21:04.134885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:04.134917] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:04.134943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:04.135011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:04.193660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:04.194547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:04.194652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:04.194685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:04.315263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:04.315426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:04.315467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:04.315495] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:04.319026] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-10T20:21:04.319312] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-10T20:21:04.319439] [INFO ] [sig       ] CMG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:04.466112] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMG.txt
[2025-12-10T20:21:04.466674] [INFO ] [sig       ] [739/3612] Completed CMG in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:04.466731] [INFO ] [sig       ] [740/3612] Forecasting CMI...
[2025-12-10T20:21:04.466767] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-10T20:21:04.466805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-10T20:21:04.482158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-10T20:21:04.482835] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-10T20:21:04.484074] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-10T20:21:04.484131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:04.484166] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:04.484203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:04.484262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:04.552534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:04.553812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:04.553919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:04.553954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:04.689690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:04.689917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:04.689961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:04.689991] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:04.693807] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-10T20:21:04.694120] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-10T20:21:04.694256] [INFO ] [sig       ] CMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:04.837112] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMI.txt
[2025-12-10T20:21:04.837305] [INFO ] [sig       ] [740/3612] Completed CMI in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:04.837347] [INFO ] [sig       ] [741/3612] Forecasting CMMB...
[2025-12-10T20:21:04.837376] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-10T20:21:04.837407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-10T20:21:04.859413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-10T20:21:04.859975] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-10T20:21:04.860952] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-10T20:21:04.861025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:04.861093] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:04.861123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:04.861182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:04.920522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:04.921522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:04.921634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:04.921672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:05.045496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:05.045746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:05.045790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:05.045819] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:05.049784] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-10T20:21:05.050099] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-10T20:21:05.050239] [INFO ] [sig       ] CMMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:05.195649] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMMB.txt
[2025-12-10T20:21:05.195843] [INFO ] [sig       ] [741/3612] Completed CMMB in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:05.195888] [INFO ] [sig       ] [742/3612] Forecasting CMP...
[2025-12-10T20:21:05.195917] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-10T20:21:05.195948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-10T20:21:05.210136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-10T20:21:05.210569] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-10T20:21:05.211527] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-10T20:21:05.211649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:05.211686] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:05.211713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:05.211771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:05.272975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:05.274087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:05.274187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:05.274219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:05.398565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:05.398796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:05.398841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:05.398872] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:05.403182] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-10T20:21:05.403516] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-10T20:21:05.403694] [INFO ] [sig       ] CMP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:05.547522] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMP.txt
[2025-12-10T20:21:05.547749] [INFO ] [sig       ] [742/3612] Completed CMP in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:05.547796] [INFO ] [sig       ] [743/3612] Forecasting CMPO...
[2025-12-10T20:21:05.547825] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-10T20:21:05.547855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-10T20:21:05.576751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-10T20:21:05.577264] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-10T20:21:05.578208] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-10T20:21:05.578259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:05.578293] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:05.578319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:05.578377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:05.653600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:05.655080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:05.655288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:05.655338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:05.795405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:05.795566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:05.795625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:05.795655] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:05.799235] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-10T20:21:05.799534] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-10T20:21:05.799684] [INFO ] [sig       ] CMPO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:05.948841] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMPO.txt
[2025-12-10T20:21:05.949351] [INFO ] [sig       ] [743/3612] Completed CMPO in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:05.949425] [INFO ] [sig       ] [744/3612] Forecasting CMPS...
[2025-12-10T20:21:05.949480] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-10T20:21:05.949543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-10T20:21:05.966415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-10T20:21:05.967086] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-10T20:21:05.968413] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-10T20:21:05.968480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:05.968521] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:05.968553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:05.968663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:06.042940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:06.044287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:06.044422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:06.044460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:06.187341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:06.187595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:06.187644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:06.187754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:06.191748] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-10T20:21:06.192059] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-10T20:21:06.192200] [INFO ] [sig       ] CMPS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:06.334111] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMPS.txt
[2025-12-10T20:21:06.334315] [INFO ] [sig       ] [744/3612] Completed CMPS in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:06.334360] [INFO ] [sig       ] [745/3612] Forecasting CMPX...
[2025-12-10T20:21:06.334388] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-10T20:21:06.334418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-10T20:21:06.348301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-10T20:21:06.348841] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-10T20:21:06.349759] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-10T20:21:06.349812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:06.349846] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:06.349874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:06.349932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:06.411078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:06.412030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:06.412125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:06.412155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:06.533419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:06.533681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:06.533727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:06.533756] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:06.537649] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-10T20:21:06.537992] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-10T20:21:06.538131] [INFO ] [sig       ] CMPX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:06.683217] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMPX.txt
[2025-12-10T20:21:06.683395] [INFO ] [sig       ] [745/3612] Completed CMPX in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:06.683436] [INFO ] [sig       ] [746/3612] Forecasting CMRE...
[2025-12-10T20:21:06.683465] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-10T20:21:06.683495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-10T20:21:06.703436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-10T20:21:06.703962] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-10T20:21:06.704788] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-10T20:21:06.704838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:06.704870] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:06.704894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:06.704950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:06.760791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:06.761734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:06.761825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:06.761858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:06.883274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:06.883445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:06.883484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:06.883512] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:06.887469] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-10T20:21:06.887825] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-10T20:21:06.887956] [INFO ] [sig       ] CMRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:07.040899] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMRE.txt
[2025-12-10T20:21:07.041060] [INFO ] [sig       ] [746/3612] Completed CMRE in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.7m
[2025-12-10T20:21:07.041100] [INFO ] [sig       ] [747/3612] Forecasting CMS...
[2025-12-10T20:21:07.041128] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-10T20:21:07.041157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-10T20:21:07.054136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-10T20:21:07.054550] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-10T20:21:07.055334] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-10T20:21:07.055383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:07.055414] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:07.055440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:07.055494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:07.112284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:07.113136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:07.113220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:07.113251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:07.239630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:07.239812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:07.239850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:07.239877] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:07.243216] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-12-10T20:21:07.243488] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-10T20:21:07.243626] [INFO ] [sig       ] CMS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:07.384254] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMS.txt
[2025-12-10T20:21:07.384407] [INFO ] [sig       ] [747/3612] Completed CMS in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:07.384445] [INFO ] [sig       ] [748/3612] Forecasting CMSA...
[2025-12-10T20:21:07.384475] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-10T20:21:07.384504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-10T20:21:07.398096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-10T20:21:07.398621] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-10T20:21:07.399557] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-10T20:21:07.399644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:07.399681] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:07.399709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:07.399767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:07.460871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:07.462012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:07.462110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:07.462144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:07.577415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:07.577687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:07.577754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:07.577784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:07.581961] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-10T20:21:07.582306] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-10T20:21:07.582445] [INFO ] [sig       ] CMSA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:07.725900] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMSA.txt
[2025-12-10T20:21:07.726100] [INFO ] [sig       ] [748/3612] Completed CMSA in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:07.726167] [INFO ] [sig       ] [749/3612] Forecasting CMSC...
[2025-12-10T20:21:07.726200] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-10T20:21:07.726232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-10T20:21:07.739337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-10T20:21:07.739850] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-10T20:21:07.740792] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-10T20:21:07.740845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:07.740878] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:07.740904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:07.740960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:07.800638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:07.801753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:07.801875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:07.801913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:07.918018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:07.918240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:07.918283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:07.918311] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:07.922140] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=18.24%)
[2025-12-10T20:21:07.922451] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-10T20:21:07.922605] [INFO ] [sig       ] CMSC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:08.065495] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMSC.txt
[2025-12-10T20:21:08.065750] [INFO ] [sig       ] [749/3612] Completed CMSC in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:08.065802] [INFO ] [sig       ] [750/3612] Forecasting CMSD...
[2025-12-10T20:21:08.065837] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-10T20:21:08.065873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-10T20:21:08.081006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-10T20:21:08.081538] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-10T20:21:08.082437] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-10T20:21:08.082490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:08.082524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:08.082551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:08.082634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:08.141718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:08.143083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:08.143214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:08.143262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:08.267357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:08.267597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:08.267641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:08.267668] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:08.271540] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-10T20:21:08.271907] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-10T20:21:08.272049] [INFO ] [sig       ] CMSD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:08.413955] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMSD.txt
[2025-12-10T20:21:08.414153] [INFO ] [sig       ] [750/3612] Completed CMSD in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:08.414196] [INFO ] [sig       ] [751/3612] Forecasting CMTG...
[2025-12-10T20:21:08.414224] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-10T20:21:08.414254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-10T20:21:08.430858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-10T20:21:08.431397] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-10T20:21:08.432388] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-10T20:21:08.432451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:08.432489] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:08.432524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:08.432624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:08.507237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:08.508329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:08.508477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:08.508519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:08.629779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:08.629938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:08.629977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:08.630005] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:08.633332] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-10T20:21:08.633627] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-10T20:21:08.633755] [INFO ] [sig       ] CMTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:08.779562] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CMTG.txt
[2025-12-10T20:21:08.779737] [INFO ] [sig       ] [751/3612] Completed CMTG in 0.4s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:08.779776] [INFO ] [sig       ] [752/3612] Forecasting CMTL...
[2025-12-10T20:21:08.779807] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-10T20:21:08.779838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-10T20:21:08.791678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-10T20:21:08.792058] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-10T20:21:08.792948] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-10T20:21:08.793000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:08.793044] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:08.793072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:08.793130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:08.851504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:08.852354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:08.852437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:08.852469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:08.973787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:08.973949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:08.973989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:08.974018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:08.977452] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-10T20:21:08.977795] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-10T20:21:08.977932] [INFO ] [sig       ] CMTL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:09.119451] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CMTL.txt
[2025-12-10T20:21:09.119625] [INFO ] [sig       ] [752/3612] Completed CMTL in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:09.119667] [INFO ] [sig       ] [753/3612] Forecasting CNA...
[2025-12-10T20:21:09.119695] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-10T20:21:09.119723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-10T20:21:09.131657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-10T20:21:09.132021] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-10T20:21:09.132794] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-10T20:21:09.132844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:09.132874] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:09.132900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:09.132954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:09.189753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:09.190617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:09.190700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:09.190731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:09.311093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:09.311253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:09.311292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:09.311321] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:09.314766] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-10T20:21:09.315060] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-10T20:21:09.315188] [INFO ] [sig       ] CNA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:09.471499] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNA.txt
[2025-12-10T20:21:09.471680] [INFO ] [sig       ] [753/3612] Completed CNA in 0.4s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:09.471723] [INFO ] [sig       ] [754/3612] Forecasting CNC...
[2025-12-10T20:21:09.471751] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-10T20:21:09.471779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-10T20:21:09.483512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-10T20:21:09.483958] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-10T20:21:09.484774] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-10T20:21:09.484825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:09.484868] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:09.484898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:09.484956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:09.542121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:09.543001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:09.543089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:09.543120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:09.667750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:09.667922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:09.667968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:09.667996] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:09.671408] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-10T20:21:09.671726] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-10T20:21:09.671855] [INFO ] [sig       ] CNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:09.818681] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNC.txt
[2025-12-10T20:21:09.818896] [INFO ] [sig       ] [754/3612] Completed CNC in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:09.818944] [INFO ] [sig       ] [755/3612] Forecasting CNF...
[2025-12-10T20:21:09.818978] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-10T20:21:09.819007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-10T20:21:09.830619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-10T20:21:09.831014] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-10T20:21:09.831820] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-10T20:21:09.831871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:09.831903] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:09.831929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:09.831984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:09.891667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:09.892542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:09.892647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:09.892681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:10.002324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:10.002484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:10.002524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:10.002550] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:10.005953] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-10T20:21:10.006251] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-10T20:21:10.006382] [INFO ] [sig       ] CNF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:10.172328] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNF.txt
[2025-12-10T20:21:10.172482] [INFO ] [sig       ] [755/3612] Completed CNF in 0.4s | 2.86 sym/s | Total: 4.4m | ETA: 16.7m
[2025-12-10T20:21:10.172528] [INFO ] [sig       ] [756/3612] Forecasting CNI...
[2025-12-10T20:21:10.172557] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-10T20:21:10.172609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-10T20:21:10.185194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-10T20:21:10.185601] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-10T20:21:10.186501] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-10T20:21:10.186556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:10.186620] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:10.186656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:10.186713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:10.243331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:10.244200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:10.244286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:10.244319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:10.363460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:10.363636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:10.363680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:10.363718] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:10.367157] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-12-10T20:21:10.367466] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-10T20:21:10.367619] [INFO ] [sig       ] CNI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:10.515126] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNI.txt
[2025-12-10T20:21:10.515297] [INFO ] [sig       ] [756/3612] Completed CNI in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:10.515338] [INFO ] [sig       ] [757/3612] Forecasting CNK...
[2025-12-10T20:21:10.515367] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-10T20:21:10.515395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-10T20:21:10.527514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-10T20:21:10.528079] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-10T20:21:10.528977] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-10T20:21:10.529044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:10.529081] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:10.529107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:10.529163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:10.588094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:10.589000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:10.589122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:10.589155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:10.713306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:10.713458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:10.713498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:10.713526] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:10.716837] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-10T20:21:10.717126] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-10T20:21:10.717244] [INFO ] [sig       ] CNK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:10.858034] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNK.txt
[2025-12-10T20:21:10.858184] [INFO ] [sig       ] [757/3612] Completed CNK in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:10.858223] [INFO ] [sig       ] [758/3612] Forecasting CNM...
[2025-12-10T20:21:10.858253] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-10T20:21:10.858281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-10T20:21:10.869998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-10T20:21:10.870335] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-10T20:21:10.871109] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-10T20:21:10.871159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:10.871213] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:10.871241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:10.871298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:10.927604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:10.928435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:10.928515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:10.928547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:11.053546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:11.053718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:11.053764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:11.053794] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:11.057170] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-12-10T20:21:11.057466] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-10T20:21:11.057612] [INFO ] [sig       ] CNM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:11.196254] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNM.txt
[2025-12-10T20:21:11.196412] [INFO ] [sig       ] [758/3612] Completed CNM in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:11.196452] [INFO ] [sig       ] [759/3612] Forecasting CNMD...
[2025-12-10T20:21:11.196479] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-10T20:21:11.196507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-10T20:21:11.207891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-10T20:21:11.208158] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-10T20:21:11.208916] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-10T20:21:11.208966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:11.208996] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:11.209021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:11.209074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:11.264704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:11.265299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:11.265374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:11.265404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:11.384441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:11.384600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:11.384640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:11.384696] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:11.387959] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2025-12-10T20:21:11.388224] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-10T20:21:11.388340] [INFO ] [sig       ] CNMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:11.525432] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNMD.txt
[2025-12-10T20:21:11.525557] [INFO ] [sig       ] [759/3612] Completed CNMD in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:11.525613] [INFO ] [sig       ] [760/3612] Forecasting CNNE...
[2025-12-10T20:21:11.525641] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-10T20:21:11.525669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-10T20:21:11.537724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-10T20:21:11.538091] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-10T20:21:11.538904] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-10T20:21:11.538962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:11.538997] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:11.539022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:11.539079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:11.596974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:11.597858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:11.597960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:11.597999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:11.724855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:11.725030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:11.725079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:11.725109] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:11.728771] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-10T20:21:11.729081] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-10T20:21:11.729212] [INFO ] [sig       ] CNNE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:11.873097] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNNE.txt
[2025-12-10T20:21:11.873268] [INFO ] [sig       ] [760/3612] Completed CNNE in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:11.873308] [INFO ] [sig       ] [761/3612] Forecasting CNO...
[2025-12-10T20:21:11.873337] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-10T20:21:11.873367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-10T20:21:11.886545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-10T20:21:11.886877] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-10T20:21:11.887656] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-10T20:21:11.887723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:11.887756] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:11.887782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:11.887837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:11.946856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:11.947488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:11.947567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:11.947633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:12.071104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:12.071264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:12.071303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:12.071364] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:12.074729] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=61.53%)
[2025-12-10T20:21:12.075009] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-10T20:21:12.075138] [INFO ] [sig       ] CNO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:12.215726] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNO.txt
[2025-12-10T20:21:12.215855] [INFO ] [sig       ] [761/3612] Completed CNO in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:12.215892] [INFO ] [sig       ] [762/3612] Forecasting CNOB...
[2025-12-10T20:21:12.215921] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-10T20:21:12.215949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-10T20:21:12.228552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-10T20:21:12.228867] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-10T20:21:12.229625] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-10T20:21:12.229675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:12.229705] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:12.229731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:12.229786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:12.289337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:12.290270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:12.290348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:12.290380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:12.412244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:12.412393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:12.412431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:12.412459] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:12.415747] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2025-12-10T20:21:12.416014] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-10T20:21:12.416132] [INFO ] [sig       ] CNOB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:12.558860] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNOB.txt
[2025-12-10T20:21:12.558986] [INFO ] [sig       ] [762/3612] Completed CNOB in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:12.559023] [INFO ] [sig       ] [763/3612] Forecasting CNP...
[2025-12-10T20:21:12.559052] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-10T20:21:12.559271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-10T20:21:12.571555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-10T20:21:12.571862] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-10T20:21:12.572635] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-10T20:21:12.572684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:12.572714] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:12.572752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:12.572808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:12.630254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:12.630919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:12.630994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:12.631026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:12.757469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:12.757630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:12.757678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:12.757715] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:12.761218] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-10T20:21:12.761492] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-10T20:21:12.761627] [INFO ] [sig       ] CNP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:12.902104] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNP.txt
[2025-12-10T20:21:12.902209] [INFO ] [sig       ] [763/3612] Completed CNP in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.6m
[2025-12-10T20:21:12.902246] [INFO ] [sig       ] [764/3612] Forecasting CNQ...
[2025-12-10T20:21:12.902275] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-10T20:21:12.902303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-10T20:21:12.913277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-10T20:21:12.913585] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-10T20:21:12.914334] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-10T20:21:12.914384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:12.914413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:12.914439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:12.914493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:12.970689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:12.971301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:12.971377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:12.971407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:13.094551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:13.094705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:13.094742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:13.094768] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:13.098010] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-10T20:21:13.098270] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-10T20:21:13.098387] [INFO ] [sig       ] CNQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:13.238788] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNQ.txt
[2025-12-10T20:21:13.238955] [INFO ] [sig       ] [764/3612] Completed CNQ in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:13.238999] [INFO ] [sig       ] [765/3612] Forecasting CNS...
[2025-12-10T20:21:13.239027] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-10T20:21:13.239056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-10T20:21:13.250372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-10T20:21:13.250708] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-10T20:21:13.251461] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-10T20:21:13.251511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:13.251542] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:13.251569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:13.251655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:13.310727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:13.311529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:13.311623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:13.311655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:13.435366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:13.435537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:13.435591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:13.435621] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:13.439009] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-10T20:21:13.439283] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-10T20:21:13.439414] [INFO ] [sig       ] CNS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:13.584862] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNS.txt
[2025-12-10T20:21:13.585156] [INFO ] [sig       ] [765/3612] Completed CNS in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:13.585195] [INFO ] [sig       ] [766/3612] Forecasting CNSP...
[2025-12-10T20:21:13.585222] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-10T20:21:13.585251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-10T20:21:13.596728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-10T20:21:13.597039] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-10T20:21:13.597847] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-10T20:21:13.597906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:13.597940] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:13.597967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:13.598022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:13.655553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:13.656232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:13.656308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:13.656340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:13.780407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:13.780552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:13.780609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:13.780638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:13.784166] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-10T20:21:13.784444] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-10T20:21:13.784566] [INFO ] [sig       ] CNSP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:13.926728] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNSP.txt
[2025-12-10T20:21:13.926855] [INFO ] [sig       ] [766/3612] Completed CNSP in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:13.926893] [INFO ] [sig       ] [767/3612] Forecasting CNTA...
[2025-12-10T20:21:13.926921] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-10T20:21:13.926949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-10T20:21:13.938314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-10T20:21:13.938621] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-10T20:21:13.939361] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-10T20:21:13.939411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:13.939442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:13.939468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:13.939523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:14.000905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:14.001721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:14.001806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:14.001837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:14.115711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:14.115857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:14.115896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:14.115925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:14.119245] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-10T20:21:14.119509] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-10T20:21:14.119644] [INFO ] [sig       ] CNTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:14.260240] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNTA.txt
[2025-12-10T20:21:14.260399] [INFO ] [sig       ] [767/3612] Completed CNTA in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:14.260439] [INFO ] [sig       ] [768/3612] Forecasting CNTY...
[2025-12-10T20:21:14.260467] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-10T20:21:14.260495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-10T20:21:14.271967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-10T20:21:14.272315] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-10T20:21:14.273130] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-10T20:21:14.273181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:14.273212] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:14.273239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:14.273295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:14.334522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:14.335419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:14.335543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:14.335594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:14.462798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:14.462933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:14.462977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:14.463006] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:14.466642] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-12-10T20:21:14.466936] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-10T20:21:14.467068] [INFO ] [sig       ] CNTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:14.608113] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNTY.txt
[2025-12-10T20:21:14.608258] [INFO ] [sig       ] [768/3612] Completed CNTY in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:14.608298] [INFO ] [sig       ] [769/3612] Forecasting CNVS...
[2025-12-10T20:21:14.608327] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-10T20:21:14.608354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-10T20:21:14.620468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-10T20:21:14.620808] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-10T20:21:14.621556] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-10T20:21:14.621624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:14.621656] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:14.621681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:14.621737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:14.681233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:14.682045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:14.682123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:14.682154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:14.809929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:14.810067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:14.810106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:14.810134] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:14.814019] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-10T20:21:14.814506] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-10T20:21:14.814649] [INFO ] [sig       ] CNVS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:14.961027] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNVS.txt
[2025-12-10T20:21:14.961161] [INFO ] [sig       ] [769/3612] Completed CNVS in 0.4s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:14.961208] [INFO ] [sig       ] [770/3612] Forecasting CNX...
[2025-12-10T20:21:14.961252] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-10T20:21:14.961296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-10T20:21:14.972368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-10T20:21:14.972702] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-10T20:21:14.973477] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-10T20:21:14.973539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:14.973613] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:14.973653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:14.973715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:15.031789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:15.032509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:15.032610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:15.032644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:15.157645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:15.157834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:15.157879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:15.157907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:15.161367] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-10T20:21:15.161660] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-10T20:21:15.161801] [INFO ] [sig       ] CNX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:15.310616] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNX.txt
[2025-12-10T20:21:15.310784] [INFO ] [sig       ] [770/3612] Completed CNX in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:15.310829] [INFO ] [sig       ] [771/3612] Forecasting CNXC...
[2025-12-10T20:21:15.310867] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-10T20:21:15.310898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-10T20:21:15.322759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-10T20:21:15.323071] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-10T20:21:15.323898] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-10T20:21:15.323958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:15.323990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:15.324015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:15.324070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:15.385296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:15.386085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:15.386179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:15.386213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:15.507636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:15.507802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:15.507841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:15.507868] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:15.511534] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-10T20:21:15.511820] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-10T20:21:15.511942] [INFO ] [sig       ] CNXC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:15.653414] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CNXC.txt
[2025-12-10T20:21:15.653586] [INFO ] [sig       ] [771/3612] Completed CNXC in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.6m
[2025-12-10T20:21:15.653640] [INFO ] [sig       ] [772/3612] Forecasting CNXN...
[2025-12-10T20:21:15.653676] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-10T20:21:15.653715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-10T20:21:15.665953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-10T20:21:15.666256] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-10T20:21:15.667097] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-10T20:21:15.667148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:15.667179] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:15.667206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:15.667261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:15.726099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:15.726761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:15.726836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:15.726867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:15.848305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:15.848463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:15.848502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:15.848529] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:15.851765] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-10T20:21:15.852030] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-10T20:21:15.852312] [INFO ] [sig       ] CNXN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:15.994210] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CNXN.txt
[2025-12-10T20:21:15.994370] [INFO ] [sig       ] [772/3612] Completed CNXN in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:15.994411] [INFO ] [sig       ] [773/3612] Forecasting COCO...
[2025-12-10T20:21:15.994440] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-10T20:21:15.994475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-10T20:21:16.006374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-10T20:21:16.006741] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-10T20:21:16.007600] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-10T20:21:16.007653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:16.007684] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:16.007731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:16.007792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:16.067022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:16.067812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:16.067901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:16.067934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:16.194859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:16.195031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:16.195073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:16.195101] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:16.198569] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-10T20:21:16.198855] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-10T20:21:16.198976] [INFO ] [sig       ] COCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:16.337265] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COCO.txt
[2025-12-10T20:21:16.337420] [INFO ] [sig       ] [773/3612] Completed COCO in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:16.337460] [INFO ] [sig       ] [774/3612] Forecasting CODA...
[2025-12-10T20:21:16.337488] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-10T20:21:16.337517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-10T20:21:16.348969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-10T20:21:16.349338] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-10T20:21:16.350119] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-10T20:21:16.350168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:16.350199] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:16.350224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:16.350278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:16.405794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:16.406677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:16.406760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:16.406791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:16.514610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:16.514768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:16.514805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:16.514834] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:16.518131] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-10T20:21:16.518404] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-10T20:21:16.518526] [INFO ] [sig       ] CODA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:16.664974] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CODA.txt
[2025-12-10T20:21:16.665116] [INFO ] [sig       ] [774/3612] Completed CODA in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:16.665155] [INFO ] [sig       ] [775/3612] Forecasting CODI...
[2025-12-10T20:21:16.665187] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-10T20:21:16.665216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-10T20:21:16.676507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-10T20:21:16.676805] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-10T20:21:16.677591] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-10T20:21:16.677641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:16.677696] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:16.677747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:16.677806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:16.734071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:16.734797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:16.734875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:16.734907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:16.851567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:16.851731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:16.851773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:16.851801] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:16.855151] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-10T20:21:16.855433] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-10T20:21:16.855559] [INFO ] [sig       ] CODI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:16.993927] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CODI.txt
[2025-12-10T20:21:16.994059] [INFO ] [sig       ] [775/3612] Completed CODI in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:16.994097] [INFO ] [sig       ] [776/3612] Forecasting COEP...
[2025-12-10T20:21:16.994126] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-10T20:21:16.994154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-10T20:21:17.005084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-10T20:21:17.005351] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-10T20:21:17.006105] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-10T20:21:17.006166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:17.006198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:17.006223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:17.006278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:17.061892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:17.062498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:17.062591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:17.062624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:17.184459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:17.184637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:17.184678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:17.184706] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:17.188228] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-10T20:21:17.188595] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-10T20:21:17.188735] [INFO ] [sig       ] COEP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:17.333818] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COEP.txt
[2025-12-10T20:21:17.333977] [INFO ] [sig       ] [776/3612] Completed COEP in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:17.334019] [INFO ] [sig       ] [777/3612] Forecasting COF...
[2025-12-10T20:21:17.334046] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-10T20:21:17.334073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-10T20:21:17.345908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-10T20:21:17.346261] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-10T20:21:17.347058] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-10T20:21:17.347108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:17.347139] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:17.347165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:17.347219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:17.403757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:17.404660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:17.404751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:17.404784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:17.533953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:17.534108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:17.534147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:17.534176] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:17.538181] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-10T20:21:17.538454] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-10T20:21:17.538598] [INFO ] [sig       ] COF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:17.684594] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COF.txt
[2025-12-10T20:21:17.684740] [INFO ] [sig       ] [777/3612] Completed COF in 0.4s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:17.684781] [INFO ] [sig       ] [778/3612] Forecasting COFS...
[2025-12-10T20:21:17.684809] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-10T20:21:17.684839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-10T20:21:17.697465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-10T20:21:17.697851] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-10T20:21:17.698803] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-10T20:21:17.698852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:17.698882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:17.698907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:17.698961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:17.763887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:17.764825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:17.764936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:17.764980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:17.885616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:17.885767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:17.885805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:17.885867] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:17.889238] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-10T20:21:17.889515] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-10T20:21:17.889654] [INFO ] [sig       ] COFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:18.039845] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COFS.txt
[2025-12-10T20:21:18.040004] [INFO ] [sig       ] [778/3612] Completed COFS in 0.4s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:18.040045] [INFO ] [sig       ] [779/3612] Forecasting COIN...
[2025-12-10T20:21:18.040073] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-10T20:21:18.040102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-10T20:21:18.052093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-10T20:21:18.052464] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-10T20:21:18.053260] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-10T20:21:18.053310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:18.053341] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:18.053365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:18.053419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:18.109752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:18.110847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:18.110931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:18.110963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:18.241318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:18.241472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:18.241511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:18.241538] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:18.244943] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-10T20:21:18.245232] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-10T20:21:18.245360] [INFO ] [sig       ] COIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:18.389318] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COIN.txt
[2025-12-10T20:21:18.389453] [INFO ] [sig       ] [779/3612] Completed COIN in 0.3s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:18.389498] [INFO ] [sig       ] [780/3612] Forecasting COKE...
[2025-12-10T20:21:18.389527] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-10T20:21:18.389555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-10T20:21:18.402921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-10T20:21:18.403199] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-10T20:21:18.403986] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-10T20:21:18.404036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:18.404067] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:18.404093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:18.404148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:18.463884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:18.464594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:18.464676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:18.464710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:18.592260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:18.592455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:18.592513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:18.592554] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:18.596431] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-10T20:21:18.596736] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-10T20:21:18.596869] [INFO ] [sig       ] COKE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:18.740667] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COKE.txt
[2025-12-10T20:21:18.740824] [INFO ] [sig       ] [780/3612] Completed COKE in 0.4s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:18.740868] [INFO ] [sig       ] [781/3612] Forecasting COLB...
[2025-12-10T20:21:18.740898] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-10T20:21:18.740929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-10T20:21:18.754058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-10T20:21:18.754543] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-10T20:21:18.755345] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-10T20:21:18.755397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:18.755430] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:18.755457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:18.755514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:18.815561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:18.816407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:18.816488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:18.816522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:18.942866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:18.943013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:18.943052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:18.943080] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:18.946705] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=49.81%)
[2025-12-10T20:21:18.946970] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-10T20:21:18.947104] [INFO ] [sig       ] COLB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:19.092970] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COLB.txt
[2025-12-10T20:21:19.093109] [INFO ] [sig       ] [781/3612] Completed COLB in 0.4s | 2.86 sym/s | Total: 4.5m | ETA: 16.5m
[2025-12-10T20:21:19.093148] [INFO ] [sig       ] [782/3612] Forecasting COLD...
[2025-12-10T20:21:19.093176] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-10T20:21:19.093204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-10T20:21:19.106088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-10T20:21:19.106646] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-10T20:21:19.107415] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-10T20:21:19.107468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:19.107501] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:19.107528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:19.107610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:19.165192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:19.166058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:19.166143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:19.166177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:19.294209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:19.294450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:19.294490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:19.294520] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:19.298632] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-10T20:21:19.298931] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-10T20:21:19.299062] [INFO ] [sig       ] COLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:19.447129] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COLD.txt
[2025-12-10T20:21:19.447278] [INFO ] [sig       ] [782/3612] Completed COLD in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:19.447319] [INFO ] [sig       ] [783/3612] Forecasting COLL...
[2025-12-10T20:21:19.447348] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-10T20:21:19.447376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-10T20:21:19.458887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-10T20:21:19.459191] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-10T20:21:19.459966] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-10T20:21:19.460017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:19.460049] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:19.460077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:19.460133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:19.518061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:19.518872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:19.518954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:19.518988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:19.647236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:19.647394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:19.647451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:19.647481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:19.651141] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-10T20:21:19.651451] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-10T20:21:19.651603] [INFO ] [sig       ] COLL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:19.793559] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COLL.txt
[2025-12-10T20:21:19.793721] [INFO ] [sig       ] [783/3612] Completed COLL in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:19.793775] [INFO ] [sig       ] [784/3612] Forecasting COLM...
[2025-12-10T20:21:19.793812] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-10T20:21:19.793843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-10T20:21:19.805627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-10T20:21:19.805958] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-10T20:21:19.806817] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-10T20:21:19.806871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:19.806911] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:19.806944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:19.807014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:19.867209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:19.867985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:19.868066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:19.868099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:19.988942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:19.989134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:19.989176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:19.989207] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:19.993037] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-10T20:21:19.993430] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-10T20:21:19.993614] [INFO ] [sig       ] COLM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:20.183929] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COLM.txt
[2025-12-10T20:21:20.184074] [INFO ] [sig       ] [784/3612] Completed COLM in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:20.184112] [INFO ] [sig       ] [785/3612] Forecasting COMM...
[2025-12-10T20:21:20.184140] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-10T20:21:20.184168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-10T20:21:20.196031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-10T20:21:20.196382] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-10T20:21:20.197234] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-10T20:21:20.197287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:20.197319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:20.197347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:20.197406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:20.257424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:20.258310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:20.258427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:20.258464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:20.385696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:20.385869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:20.385913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:20.385942] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:20.389903] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-12-10T20:21:20.390209] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-10T20:21:20.390342] [INFO ] [sig       ] COMM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:20.534953] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COMM.txt
[2025-12-10T20:21:20.535089] [INFO ] [sig       ] [785/3612] Completed COMM in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:20.535128] [INFO ] [sig       ] [786/3612] Forecasting COMP...
[2025-12-10T20:21:20.535156] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-10T20:21:20.535185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-10T20:21:20.547119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-10T20:21:20.547428] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-10T20:21:20.548328] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-10T20:21:20.548387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:20.548434] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:20.548473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:20.548534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:20.609186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:20.610090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:20.610184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:20.610218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:20.740589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:20.740741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:20.740782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:20.740810] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:20.744546] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-10T20:21:20.744846] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-10T20:21:20.744972] [INFO ] [sig       ] COMP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:20.893730] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COMP.txt
[2025-12-10T20:21:20.893889] [INFO ] [sig       ] [786/3612] Completed COMP in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:20.893931] [INFO ] [sig       ] [787/3612] Forecasting CONL...
[2025-12-10T20:21:20.893963] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-10T20:21:20.893994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-10T20:21:20.907926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-10T20:21:20.908285] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-10T20:21:20.909069] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-10T20:21:20.909121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:20.909167] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:20.909196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:20.909253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:20.973528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:20.974474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:20.974561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:20.974614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:21.103964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:21.104120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:21.104161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:21.104192] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:21.108145] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-10T20:21:21.108489] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-10T20:21:21.108647] [INFO ] [sig       ] CONL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:21.256466] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CONL.txt
[2025-12-10T20:21:21.256636] [INFO ] [sig       ] [787/3612] Completed CONL in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:21.256680] [INFO ] [sig       ] [788/3612] Forecasting COO...
[2025-12-10T20:21:21.256710] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-10T20:21:21.256741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-10T20:21:21.268786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-10T20:21:21.269134] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-10T20:21:21.269949] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-10T20:21:21.270000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:21.270034] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:21.270061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:21.270119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:21.333258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:21.334176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:21.334265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:21.334491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:21.460872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:21.461022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:21.461064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:21.461094] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:21.464774] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-12-10T20:21:21.465051] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-10T20:21:21.465174] [INFO ] [sig       ] COO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:21.615657] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COO.txt
[2025-12-10T20:21:21.615845] [INFO ] [sig       ] [788/3612] Completed COO in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.5m
[2025-12-10T20:21:21.615890] [INFO ] [sig       ] [789/3612] Forecasting COP...
[2025-12-10T20:21:21.615921] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-10T20:21:21.615951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-10T20:21:21.628807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-10T20:21:21.629192] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-10T20:21:21.630005] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-10T20:21:21.630056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:21.630088] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:21.630116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:21.630172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:21.688554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:21.689251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:21.689333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:21.689366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:21.824665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:21.824827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:21.824868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:21.824897] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:21.828346] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-10T20:21:21.828647] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-10T20:21:21.828773] [INFO ] [sig       ] COP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:21.981686] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COP.txt
[2025-12-10T20:21:21.981853] [INFO ] [sig       ] [789/3612] Completed COP in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:21.981895] [INFO ] [sig       ] [790/3612] Forecasting COPP...
[2025-12-10T20:21:21.981923] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-10T20:21:21.981951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-10T20:21:21.993522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-10T20:21:21.993937] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-10T20:21:21.994730] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-10T20:21:21.994781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:21.994811] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:21.994837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:21.994892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:22.051123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:22.051991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:22.052072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:22.052104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:22.174535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:22.174714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:22.174754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:22.174781] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:22.178535] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-12-10T20:21:22.178843] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-10T20:21:22.178970] [INFO ] [sig       ] COPP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:22.327776] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COPP.txt
[2025-12-10T20:21:22.327980] [INFO ] [sig       ] [790/3612] Completed COPP in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:22.328026] [INFO ] [sig       ] [791/3612] Forecasting CORZ...
[2025-12-10T20:21:22.328065] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-10T20:21:22.328096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-10T20:21:22.341039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-10T20:21:22.341423] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-10T20:21:22.342218] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-10T20:21:22.342269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:22.342301] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:22.342327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:22.342382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:22.400517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:22.401637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:22.401733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:22.401765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:22.522139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:22.522303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:22.522342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:22.522370] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:22.525836] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-10T20:21:22.526151] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-10T20:21:22.526306] [INFO ] [sig       ] CORZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:22.668697] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CORZ.txt
[2025-12-10T20:21:22.668853] [INFO ] [sig       ] [791/3612] Completed CORZ in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:22.668892] [INFO ] [sig       ] [792/3612] Forecasting CORZZ...
[2025-12-10T20:21:22.668921] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-10T20:21:22.668949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-10T20:21:22.680591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-10T20:21:22.680980] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-10T20:21:22.681756] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-10T20:21:22.681806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:22.681863] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:22.681890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:22.681945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:22.738253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:22.739142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:22.739223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:22.739255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:22.854512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:22.854721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:22.854774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:22.854811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:22.858975] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-10T20:21:22.859287] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-10T20:21:22.859423] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:23.018026] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CORZZ.txt
[2025-12-10T20:21:23.018196] [INFO ] [sig       ] [792/3612] Completed CORZZ in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:23.018239] [INFO ] [sig       ] [793/3612] Forecasting COTY...
[2025-12-10T20:21:23.018269] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-10T20:21:23.018299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-10T20:21:23.032347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-10T20:21:23.032832] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-10T20:21:23.033815] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-10T20:21:23.033876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:23.033917] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:23.033954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:23.034034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:23.095142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:23.096094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:23.096205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:23.096253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:23.224916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:23.225069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:23.225109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:23.225136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:23.228621] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-10T20:21:23.228990] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-10T20:21:23.229133] [INFO ] [sig       ] COTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:23.372543] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/COTY.txt
[2025-12-10T20:21:23.372731] [INFO ] [sig       ] [793/3612] Completed COTY in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:23.372771] [INFO ] [sig       ] [794/3612] Forecasting COWG...
[2025-12-10T20:21:23.372799] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-10T20:21:23.372827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-10T20:21:23.385729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-10T20:21:23.386115] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-10T20:21:23.386954] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-10T20:21:23.387007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:23.387040] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:23.387067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:23.387124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:23.445188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:23.446048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:23.446128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:23.446158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:23.569424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:23.569596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:23.569636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:23.569679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:23.572952] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-10T20:21:23.573221] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-10T20:21:23.573343] [INFO ] [sig       ] COWG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:23.713700] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COWG.txt
[2025-12-10T20:21:23.713856] [INFO ] [sig       ] [794/3612] Completed COWG in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:23.713897] [INFO ] [sig       ] [795/3612] Forecasting COYA...
[2025-12-10T20:21:23.713925] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-10T20:21:23.713954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-10T20:21:23.724882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-10T20:21:23.725197] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-10T20:21:23.725984] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-10T20:21:23.726035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:23.726065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:23.726091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:23.726146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:23.782354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:23.783188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:23.783277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:23.783320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:23.909496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:23.909678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:23.909722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:23.909796] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:23.913800] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-10T20:21:23.914108] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-10T20:21:23.914247] [INFO ] [sig       ] COYA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:24.053106] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/COYA.txt
[2025-12-10T20:21:24.053248] [INFO ] [sig       ] [795/3612] Completed COYA in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:24.053286] [INFO ] [sig       ] [796/3612] Forecasting CP...
[2025-12-10T20:21:24.053314] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-10T20:21:24.053342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-10T20:21:24.064620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-10T20:21:24.064936] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-10T20:21:24.065718] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-10T20:21:24.065768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:24.065798] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:24.065823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:24.065878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:24.121300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:24.122145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:24.122227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:24.122275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:24.241656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:24.241817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:24.241855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:24.241883] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:24.245234] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-10T20:21:24.245509] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-10T20:21:24.245648] [INFO ] [sig       ] CP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:24.385864] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CP.txt
[2025-12-10T20:21:24.386026] [INFO ] [sig       ] [796/3612] Completed CP in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:24.386083] [INFO ] [sig       ] [797/3612] Forecasting CPA...
[2025-12-10T20:21:24.386112] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-10T20:21:24.386139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-10T20:21:24.398235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-10T20:21:24.398656] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-10T20:21:24.399443] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-10T20:21:24.399494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:24.399525] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:24.399551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:24.399636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:24.456470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:24.457310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:24.457391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:24.457424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:24.576893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:24.577051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:24.577089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:24.577121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:24.580754] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=67.73%)
[2025-12-10T20:21:24.581073] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-10T20:21:24.581206] [INFO ] [sig       ] CPA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:24.722981] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CPA.txt
[2025-12-10T20:21:24.723138] [INFO ] [sig       ] [797/3612] Completed CPA in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:24.723181] [INFO ] [sig       ] [798/3612] Forecasting CPB...
[2025-12-10T20:21:24.723213] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-10T20:21:24.723244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-10T20:21:24.734596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-10T20:21:24.734955] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-10T20:21:24.735753] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-10T20:21:24.735803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:24.735833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:24.735870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:24.735925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:24.791943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:24.792825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:24.792914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:24.792946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:24.912911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:24.913065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:24.913104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:24.913131] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:24.916558] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-10T20:21:24.916865] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-10T20:21:24.916993] [INFO ] [sig       ] CPB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:25.057860] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CPB.txt
[2025-12-10T20:21:25.058015] [INFO ] [sig       ] [798/3612] Completed CPB in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.4m
[2025-12-10T20:21:25.058054] [INFO ] [sig       ] [799/3612] Forecasting CPF...
[2025-12-10T20:21:25.058083] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-10T20:21:25.058111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-10T20:21:25.069940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-10T20:21:25.070298] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-10T20:21:25.071109] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-10T20:21:25.071163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:25.071197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:25.071226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:25.071282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:25.128844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:25.129768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:25.129854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:25.129887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:25.268929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:25.269107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:25.269162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:25.269208] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:25.273894] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-12-10T20:21:25.274265] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-10T20:21:25.274438] [INFO ] [sig       ] CPF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:25.414545] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CPF.txt
[2025-12-10T20:21:25.414713] [INFO ] [sig       ] [799/3612] Completed CPF in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-10T20:21:25.414752] [INFO ] [sig       ] [800/3612] Forecasting CPIX...
[2025-12-10T20:21:25.414781] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-10T20:21:25.414809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-10T20:21:25.427105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-10T20:21:25.427458] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-10T20:21:25.428270] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-10T20:21:25.428334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:25.428364] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:25.428390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:25.428445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:25.496018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:25.496904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:25.496987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:25.497018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:25.620894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:25.621077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:25.621116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:25.621142] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:25.624828] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-10T20:21:25.625119] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-10T20:21:25.625242] [INFO ] [sig       ] CPIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:25.767027] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CPIX.txt
[2025-12-10T20:21:25.767169] [INFO ] [sig       ] [800/3612] Completed CPIX in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-10T20:21:25.767207] [INFO ] [sig       ] [801/3612] Forecasting CPK...
[2025-12-10T20:21:25.767239] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-10T20:21:25.767268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-10T20:21:25.779608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-10T20:21:25.779930] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-10T20:21:25.780716] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-10T20:21:25.780766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:25.780797] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:25.780823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:25.780877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:25.844081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:25.844954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:25.845038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:25.845072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:25.964969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:25.965116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:25.965153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:25.965180] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:25.969060] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-10T20:21:25.969331] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-10T20:21:25.969632] [INFO ] [sig       ] CPK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:26.119132] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CPK.txt
[2025-12-10T20:21:26.119283] [INFO ] [sig       ] [801/3612] Completed CPK in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-10T20:21:26.119322] [INFO ] [sig       ] [802/3612] Forecasting CPNG...
[2025-12-10T20:21:26.119353] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-10T20:21:26.119382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-10T20:21:26.131245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-10T20:21:26.131595] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-10T20:21:26.132372] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-10T20:21:26.132423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:26.132455] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:26.132482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:26.132539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:26.192459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:26.193224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:26.193336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:26.193368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:26.326507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:26.326702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:26.326743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:26.326771] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:26.330263] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-10T20:21:26.330546] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-10T20:21:26.330690] [INFO ] [sig       ] CPNG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:26.471017] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CPNG.txt
[2025-12-10T20:21:26.471150] [INFO ] [sig       ] [802/3612] Completed CPNG in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-10T20:21:26.471189] [INFO ] [sig       ] [803/3612] Forecasting CPRI...
[2025-12-10T20:21:26.471217] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-10T20:21:26.471246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-10T20:21:26.483617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-10T20:21:26.483989] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-10T20:21:26.485010] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-10T20:21:26.485061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:26.485091] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:26.485116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:26.485169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:26.545790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:26.546806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:26.546889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:26.546922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:26.669626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:26.669778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:26.669817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:26.669845] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:26.673378] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-10T20:21:26.673692] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-10T20:21:26.673824] [INFO ] [sig       ] CPRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:26.813243] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CPRI.txt
[2025-12-10T20:21:26.813399] [INFO ] [sig       ] [803/3612] Completed CPRI in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-10T20:21:26.813439] [INFO ] [sig       ] [804/3612] Forecasting CPRX...
[2025-12-10T20:21:26.813467] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-10T20:21:26.813495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-10T20:21:26.824960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-10T20:21:26.825262] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-10T20:21:26.826046] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-10T20:21:26.826099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:26.826130] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:26.826158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:26.826216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:26.891260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:26.892167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:26.892274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:26.892311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:27.015725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:27.015889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:27.015928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:27.015955] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:27.019241] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=51.33%)
[2025-12-10T20:21:27.019508] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-10T20:21:27.019644] [INFO ] [sig       ] CPRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:27.156977] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CPRX.txt
[2025-12-10T20:21:27.157128] [INFO ] [sig       ] [804/3612] Completed CPRX in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.4m
[2025-12-10T20:21:27.157169] [INFO ] [sig       ] [805/3612] Forecasting CPS...
[2025-12-10T20:21:27.157198] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-10T20:21:27.157227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-10T20:21:27.168450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-10T20:21:27.168757] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-10T20:21:27.169494] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-10T20:21:27.169544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:27.169597] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:27.169626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:27.169680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:27.225459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:27.226202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:27.226279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:27.226310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:27.350047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:27.350204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:27.350244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:27.350275] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:27.353563] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=20.73%)
[2025-12-10T20:21:27.353868] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-10T20:21:27.353989] [INFO ] [sig       ] CPS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:27.494624] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CPS.txt
[2025-12-10T20:21:27.494801] [INFO ] [sig       ] [805/3612] Completed CPS in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:27.494842] [INFO ] [sig       ] [806/3612] Forecasting CPSH...
[2025-12-10T20:21:27.494871] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-10T20:21:27.494900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-10T20:21:27.506079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-10T20:21:27.506392] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-10T20:21:27.507178] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-10T20:21:27.507231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:27.507263] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:27.507291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:27.507347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:27.567440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:27.568334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:27.568415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:27.568447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:27.701238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:27.701392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:27.701433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:27.701462] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:27.705015] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-10T20:21:27.705332] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-10T20:21:27.705465] [INFO ] [sig       ] CPSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:27.853670] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CPSH.txt
[2025-12-10T20:21:27.853834] [INFO ] [sig       ] [806/3612] Completed CPSH in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:27.853876] [INFO ] [sig       ] [807/3612] Forecasting CPSS...
[2025-12-10T20:21:27.853904] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-10T20:21:27.853933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-10T20:21:27.866585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-10T20:21:27.866959] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-10T20:21:27.867808] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-10T20:21:27.867866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:27.867898] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:27.867925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:27.867981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:27.929463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:27.930387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:27.930475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:27.930506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:28.041671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:28.041841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:28.041881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:28.041909] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:28.045773] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=24.87%)
[2025-12-10T20:21:28.046050] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-10T20:21:28.046170] [INFO ] [sig       ] CPSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:28.194617] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CPSS.txt
[2025-12-10T20:21:28.194783] [INFO ] [sig       ] [807/3612] Completed CPSS in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:28.194823] [INFO ] [sig       ] [808/3612] Forecasting CPZ...
[2025-12-10T20:21:28.194851] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-10T20:21:28.194879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-10T20:21:28.207101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-10T20:21:28.207512] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-10T20:21:28.208393] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-10T20:21:28.208446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:28.208477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:28.208503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:28.208557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:28.264502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:28.265426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:28.265511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:28.265543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:28.383594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:28.383753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:28.383791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:28.383818] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:28.387248] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-10T20:21:28.387605] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-10T20:21:28.387765] [INFO ] [sig       ] CPZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:28.527850] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CPZ.txt
[2025-12-10T20:21:28.527986] [INFO ] [sig       ] [808/3612] Completed CPZ in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:28.528025] [INFO ] [sig       ] [809/3612] Forecasting CQP...
[2025-12-10T20:21:28.528053] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-10T20:21:28.528081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-10T20:21:28.539315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-10T20:21:28.539620] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-10T20:21:28.540362] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-10T20:21:28.540411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:28.540470] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:28.540497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:28.540552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:28.596789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:28.597599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:28.597679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:28.597736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:28.716421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:28.716591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:28.716632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:28.716659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:28.719955] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-10T20:21:28.720222] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-10T20:21:28.720340] [INFO ] [sig       ] CQP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:28.859426] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CQP.txt
[2025-12-10T20:21:28.859592] [INFO ] [sig       ] [809/3612] Completed CQP in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:28.859635] [INFO ] [sig       ] [810/3612] Forecasting CRAI...
[2025-12-10T20:21:28.859663] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-10T20:21:28.859691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-10T20:21:28.877174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-10T20:21:28.877491] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-10T20:21:28.878330] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-10T20:21:28.878391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:28.878424] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:28.878449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:28.878503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:28.934587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:28.935386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:28.935466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:28.935497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:29.053805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:29.053960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:29.054000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:29.054027] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:29.057299] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-12-10T20:21:29.057601] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-10T20:21:29.057754] [INFO ] [sig       ] CRAI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:29.197050] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRAI.txt
[2025-12-10T20:21:29.197199] [INFO ] [sig       ] [810/3612] Completed CRAI in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:29.197240] [INFO ] [sig       ] [811/3612] Forecasting CRBG...
[2025-12-10T20:21:29.197268] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-10T20:21:29.197299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-10T20:21:29.208841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-10T20:21:29.209164] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-10T20:21:29.210011] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-10T20:21:29.210064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:29.210114] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:29.210154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:29.210224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:29.267078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:29.267846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:29.267927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:29.267959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:29.388040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:29.388190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:29.388229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:29.388258] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:29.391660] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-10T20:21:29.391937] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-10T20:21:29.392082] [INFO ] [sig       ] CRBG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:29.531197] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRBG.txt
[2025-12-10T20:21:29.531332] [INFO ] [sig       ] [811/3612] Completed CRBG in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:29.531371] [INFO ] [sig       ] [812/3612] Forecasting CRBP...
[2025-12-10T20:21:29.531399] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-10T20:21:29.531427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-10T20:21:29.544550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-10T20:21:29.545016] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-10T20:21:29.546099] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-10T20:21:29.546165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:29.546209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:29.546247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:29.546329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:29.612468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:29.613389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:29.613508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:29.613542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:29.737373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:29.737522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:29.737560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:29.737638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:29.742048] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-10T20:21:29.742327] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-10T20:21:29.742455] [INFO ] [sig       ] CRBP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:29.893676] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRBP.txt
[2025-12-10T20:21:29.893805] [INFO ] [sig       ] [812/3612] Completed CRBP in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:29.893843] [INFO ] [sig       ] [813/3612] Forecasting CRC...
[2025-12-10T20:21:29.893871] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-10T20:21:29.893900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-10T20:21:29.906038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-10T20:21:29.906324] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-10T20:21:29.907084] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-10T20:21:29.907134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:29.907165] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:29.907190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:29.907245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:29.964306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:29.964932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:29.965007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:29.965038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:30.085626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:30.085788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:30.085828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:30.085855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:30.089293] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-10T20:21:30.089668] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-10T20:21:30.089824] [INFO ] [sig       ] CRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:30.230879] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRC.txt
[2025-12-10T20:21:30.231035] [INFO ] [sig       ] [813/3612] Completed CRC in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:30.231075] [INFO ] [sig       ] [814/3612] Forecasting CRDF...
[2025-12-10T20:21:30.231104] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-10T20:21:30.231131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-10T20:21:30.243272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-10T20:21:30.243664] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-10T20:21:30.244415] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-10T20:21:30.244464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:30.244494] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:30.244520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:30.244601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:30.301145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:30.302027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:30.302108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:30.302139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:30.426478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:30.426648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:30.426688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:30.426716] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:30.430081] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-10T20:21:30.430376] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-10T20:21:30.430513] [INFO ] [sig       ] CRDF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:30.580806] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRDF.txt
[2025-12-10T20:21:30.580978] [INFO ] [sig       ] [814/3612] Completed CRDF in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:30.581026] [INFO ] [sig       ] [815/3612] Forecasting CRDO...
[2025-12-10T20:21:30.581058] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-10T20:21:30.581087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-10T20:21:30.593012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-10T20:21:30.593400] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-10T20:21:30.594174] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-10T20:21:30.594224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:30.594254] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:30.594280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:30.594338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:30.655966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:30.656828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:30.656908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:30.656939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:30.778704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:30.778851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:30.778889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:30.778916] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:30.782632] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-10T20:21:30.782903] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-10T20:21:30.783027] [INFO ] [sig       ] CRDO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:30.924425] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRDO.txt
[2025-12-10T20:21:30.924550] [INFO ] [sig       ] [815/3612] Completed CRDO in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.3m
[2025-12-10T20:21:30.924606] [INFO ] [sig       ] [816/3612] Forecasting CREG...
[2025-12-10T20:21:30.924634] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-10T20:21:30.924662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-10T20:21:30.935920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-10T20:21:30.936199] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-10T20:21:30.936953] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-10T20:21:30.937003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:30.937033] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:30.937059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:30.937113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:30.995386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:30.996222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:30.996308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:30.996339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:31.103269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:31.103404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:31.103442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:31.103469] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:31.107027] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-12-10T20:21:31.107293] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-10T20:21:31.107434] [INFO ] [sig       ] CREG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:31.253523] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CREG.txt
[2025-12-10T20:21:31.253682] [INFO ] [sig       ] [816/3612] Completed CREG in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-10T20:21:31.253723] [INFO ] [sig       ] [817/3612] Forecasting CRESY...
[2025-12-10T20:21:31.253752] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-10T20:21:31.253782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-10T20:21:31.266474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-10T20:21:31.266810] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-10T20:21:31.267586] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-10T20:21:31.267638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:31.267670] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:31.267696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:31.267776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:31.331260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:31.332024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:31.332103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:31.332135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:31.456076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:31.456220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:31.456260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:31.456289] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:31.459701] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-10T20:21:31.459963] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-10T20:21:31.460080] [INFO ] [sig       ] CRESY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:31.604455] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRESY.txt
[2025-12-10T20:21:31.604628] [INFO ] [sig       ] [817/3612] Completed CRESY in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-10T20:21:31.604671] [INFO ] [sig       ] [818/3612] Forecasting CREX...
[2025-12-10T20:21:31.604700] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-10T20:21:31.604729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-10T20:21:31.617160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-10T20:21:31.617524] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-10T20:21:31.618338] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-10T20:21:31.618390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:31.618421] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:31.618447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:31.618503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:31.676828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:31.677734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:31.677817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:31.677850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:31.801189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:31.801338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:31.801395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:31.801425] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:31.804808] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-10T20:21:31.805074] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-10T20:21:31.805195] [INFO ] [sig       ] CREX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:31.944786] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CREX.txt
[2025-12-10T20:21:31.944909] [INFO ] [sig       ] [818/3612] Completed CREX in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-10T20:21:31.944947] [INFO ] [sig       ] [819/3612] Forecasting CRGO...
[2025-12-10T20:21:31.944975] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-10T20:21:31.945003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-10T20:21:31.955961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-10T20:21:31.956231] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-10T20:21:31.956985] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-10T20:21:31.957034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:31.957065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:31.957091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:31.957145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:32.016233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:32.016870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:32.016971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:32.017003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:32.137958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:32.138110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:32.138151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:32.138179] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:32.141651] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2025-12-10T20:21:32.141936] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-10T20:21:32.142075] [INFO ] [sig       ] CRGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:32.289323] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRGO.txt
[2025-12-10T20:21:32.289488] [INFO ] [sig       ] [819/3612] Completed CRGO in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-10T20:21:32.289758] [INFO ] [sig       ] [820/3612] Forecasting CRGY...
[2025-12-10T20:21:32.289791] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-10T20:21:32.289820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-10T20:21:32.304555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-10T20:21:32.305241] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-10T20:21:32.306407] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-10T20:21:32.306469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:32.306505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:32.306536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:32.306819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:32.374907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:32.375833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:32.375918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:32.375950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:32.504789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:32.504945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:32.504984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:32.505011] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:32.508396] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=60.44%)
[2025-12-10T20:21:32.508739] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-10T20:21:32.508881] [INFO ] [sig       ] CRGY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:32.659467] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRGY.txt
[2025-12-10T20:21:32.659636] [INFO ] [sig       ] [820/3612] Completed CRGY in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-10T20:21:32.659678] [INFO ] [sig       ] [821/3612] Forecasting CRH...
[2025-12-10T20:21:32.659707] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-10T20:21:32.659736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-10T20:21:32.673478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-10T20:21:32.673921] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-10T20:21:32.674708] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-10T20:21:32.674758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:32.674788] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:32.674813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:32.674866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:32.732255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:32.733052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:32.733128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:32.733159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:32.855846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:32.855934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:32.855969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:32.855995] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:32.859143] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-10T20:21:32.859414] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-10T20:21:32.859547] [INFO ] [sig       ] CRH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:33.000320] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRH.txt
[2025-12-10T20:21:33.000422] [INFO ] [sig       ] [821/3612] Completed CRH in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.3m
[2025-12-10T20:21:33.000458] [INFO ] [sig       ] [822/3612] Forecasting CRI...
[2025-12-10T20:21:33.000484] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-10T20:21:33.000511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-10T20:21:33.012597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-10T20:21:33.012845] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-10T20:21:33.013559] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-10T20:21:33.013627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:33.013669] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:33.013696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:33.013751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:33.071387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:33.071994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:33.072070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:33.072100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:33.193360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:33.193438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:33.193471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:33.193497] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:33.196414] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-12-10T20:21:33.196682] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-10T20:21:33.196797] [INFO ] [sig       ] CRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:33.335113] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRI.txt
[2025-12-10T20:21:33.335240] [INFO ] [sig       ] [822/3612] Completed CRI in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:33.335279] [INFO ] [sig       ] [823/3612] Forecasting CRIS...
[2025-12-10T20:21:33.335307] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-10T20:21:33.335335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-10T20:21:33.346398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-10T20:21:33.346653] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-10T20:21:33.347368] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-10T20:21:33.347416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:33.347447] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:33.347472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:33.347526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:33.403340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:33.403921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:33.403995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:33.404026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:33.521252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:33.521344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:33.521377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:33.521404] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:33.524419] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=59.72%)
[2025-12-10T20:21:33.524693] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-10T20:21:33.524810] [INFO ] [sig       ] CRIS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:33.663346] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRIS.txt
[2025-12-10T20:21:33.663447] [INFO ] [sig       ] [823/3612] Completed CRIS in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:33.663486] [INFO ] [sig       ] [824/3612] Forecasting CRK...
[2025-12-10T20:21:33.663517] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-10T20:21:33.663545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-10T20:21:33.675453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-10T20:21:33.675731] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-10T20:21:33.676449] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-10T20:21:33.676502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:33.676533] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:33.676558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:33.676632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:33.732360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:33.732946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:33.733019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:33.733050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:33.849562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:33.849653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:33.849685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:33.849712] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:33.852693] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-12-10T20:21:33.852942] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-10T20:21:33.853056] [INFO ] [sig       ] CRK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:33.995402] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRK.txt
[2025-12-10T20:21:33.995536] [INFO ] [sig       ] [824/3612] Completed CRK in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:33.995593] [INFO ] [sig       ] [825/3612] Forecasting CRL...
[2025-12-10T20:21:33.995622] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-10T20:21:33.995650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-10T20:21:34.006946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-10T20:21:34.007199] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-10T20:21:34.007973] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-10T20:21:34.008023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:34.008054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:34.008079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:34.008134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:34.065013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:34.065593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:34.065666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:34.065696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:34.188438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:34.188530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:34.188589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:34.188619] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:34.191620] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-10T20:21:34.191871] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-10T20:21:34.191987] [INFO ] [sig       ] CRL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:34.329547] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRL.txt
[2025-12-10T20:21:34.329670] [INFO ] [sig       ] [825/3612] Completed CRL in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:34.329706] [INFO ] [sig       ] [826/3612] Forecasting CRM...
[2025-12-10T20:21:34.329734] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-10T20:21:34.329768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-10T20:21:34.340906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-10T20:21:34.341154] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-10T20:21:34.341895] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-10T20:21:34.341944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:34.341998] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:34.342024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:34.342079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:34.398008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:34.398632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:34.398706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:34.398736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:34.517885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:34.517969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:34.518003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:34.518029] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:34.521037] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-10T20:21:34.521289] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-10T20:21:34.521406] [INFO ] [sig       ] CRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:34.660492] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRM.txt
[2025-12-10T20:21:34.660608] [INFO ] [sig       ] [826/3612] Completed CRM in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:34.660647] [INFO ] [sig       ] [827/3612] Forecasting CRMD...
[2025-12-10T20:21:34.660675] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-10T20:21:34.660703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-10T20:21:34.671745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-10T20:21:34.671993] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-10T20:21:34.672730] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-10T20:21:34.672779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:34.672810] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:34.672835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:34.672889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:34.728691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:34.729257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:34.729330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:34.729360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:34.841153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:34.841236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:34.841270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:34.841296] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:34.844270] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-10T20:21:34.844522] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-10T20:21:34.844660] [INFO ] [sig       ] CRMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:34.981917] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRMD.txt
[2025-12-10T20:21:34.982050] [INFO ] [sig       ] [827/3612] Completed CRMD in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:34.982089] [INFO ] [sig       ] [828/3612] Forecasting CRML...
[2025-12-10T20:21:34.982117] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-10T20:21:34.982146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-10T20:21:34.993523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-10T20:21:34.993872] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-10T20:21:34.994631] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-10T20:21:34.994680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:34.994710] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:34.994735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:34.994789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:35.049869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:35.050747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:35.050828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:35.050859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:35.172409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:35.172592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:35.172633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:35.172659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:35.176079] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2025-12-10T20:21:35.176389] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-10T20:21:35.176530] [INFO ] [sig       ] CRML: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:35.375705] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRML.txt
[2025-12-10T20:21:35.375940] [INFO ] [sig       ] [828/3612] Completed CRML in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:35.376012] [INFO ] [sig       ] [829/3612] Forecasting CRNC...
[2025-12-10T20:21:35.376064] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-10T20:21:35.376117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-10T20:21:35.392554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-10T20:21:35.393085] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-10T20:21:35.394261] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-10T20:21:35.394331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:35.394382] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:35.394428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:35.394517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:35.463158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:35.464116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:35.464206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:35.464240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:35.623690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:35.623897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:35.623956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:35.624068] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:35.629903] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-10T20:21:35.630444] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-10T20:21:35.630677] [INFO ] [sig       ] CRNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:35.864898] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRNC.txt
[2025-12-10T20:21:35.865163] [INFO ] [sig       ] [829/3612] Completed CRNC in 0.5s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:35.865223] [INFO ] [sig       ] [830/3612] Forecasting CRNX...
[2025-12-10T20:21:35.865270] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-10T20:21:35.865317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-10T20:21:35.897451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-10T20:21:35.898148] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-10T20:21:35.899899] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-10T20:21:35.899988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:35.900043] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:35.900090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:35.900183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:35.985359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:35.986555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:35.986687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:35.986726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:36.161547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:36.162012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:36.162116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:36.162169] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:36.169276] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2025-12-10T20:21:36.169952] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-10T20:21:36.170209] [INFO ] [sig       ] CRNX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:36.383755] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRNX.txt
[2025-12-10T20:21:36.383991] [INFO ] [sig       ] [830/3612] Completed CRNX in 0.5s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:36.384067] [INFO ] [sig       ] [831/3612] Forecasting CRON...
[2025-12-10T20:21:36.384123] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-10T20:21:36.384175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-10T20:21:36.401838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-10T20:21:36.402370] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-10T20:21:36.403594] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-10T20:21:36.403663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:36.403714] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:36.403748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:36.403826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:36.490060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:36.491334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:36.491450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:36.491501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:36.625436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:36.625615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:36.625656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:36.625684] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:36.629525] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-10T20:21:36.629926] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-10T20:21:36.630075] [INFO ] [sig       ] CRON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:36.783446] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRON.txt
[2025-12-10T20:21:36.783622] [INFO ] [sig       ] [831/3612] Completed CRON in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:36.783683] [INFO ] [sig       ] [832/3612] Forecasting CROX...
[2025-12-10T20:21:36.783716] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-10T20:21:36.783746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-10T20:21:36.795498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-10T20:21:36.795842] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-10T20:21:36.796635] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-10T20:21:36.796686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:36.796717] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:36.796743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:36.796799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:36.857044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:36.857977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:36.858063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:36.858106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:36.984290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:36.984436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:36.984474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:36.984501] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:36.988103] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-12-10T20:21:36.988375] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-10T20:21:36.988516] [INFO ] [sig       ] CROX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:37.132082] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CROX.txt
[2025-12-10T20:21:37.132214] [INFO ] [sig       ] [832/3612] Completed CROX in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.2m
[2025-12-10T20:21:37.132253] [INFO ] [sig       ] [833/3612] Forecasting CRS...
[2025-12-10T20:21:37.132280] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-10T20:21:37.132308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-10T20:21:37.145764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-10T20:21:37.146121] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-10T20:21:37.146926] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-10T20:21:37.146977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:37.147009] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:37.147034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:37.147108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:37.203033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:37.203788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:37.203866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:37.203897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:37.321350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:37.321493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:37.321530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:37.321557] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:37.325012] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-10T20:21:37.325281] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-10T20:21:37.325400] [INFO ] [sig       ] CRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:37.464838] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRS.txt
[2025-12-10T20:21:37.464963] [INFO ] [sig       ] [833/3612] Completed CRS in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:37.465000] [INFO ] [sig       ] [834/3612] Forecasting CRSP...
[2025-12-10T20:21:37.465029] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-10T20:21:37.465057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-10T20:21:37.477236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-10T20:21:37.477531] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-10T20:21:37.478340] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-10T20:21:37.478390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:37.478420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:37.478445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:37.478501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:37.534725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:37.535531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:37.535628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:37.535661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:37.654074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:37.654230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:37.654269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:37.654296] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:37.657658] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-10T20:21:37.657971] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-10T20:21:37.658097] [INFO ] [sig       ] CRSP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:37.799320] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRSP.txt
[2025-12-10T20:21:37.799479] [INFO ] [sig       ] [834/3612] Completed CRSP in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:37.799520] [INFO ] [sig       ] [835/3612] Forecasting CRTO...
[2025-12-10T20:21:37.799550] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-10T20:21:37.799601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-10T20:21:37.811818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-10T20:21:37.812265] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-10T20:21:37.813362] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-10T20:21:37.813448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:37.813482] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:37.813508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:37.813567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:37.872695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:37.873531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:37.873634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:37.873668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:38.003786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:38.003949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:38.003989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:38.004017] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:38.007595] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-10T20:21:38.007948] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-10T20:21:38.008102] [INFO ] [sig       ] CRTO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:38.157089] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRTO.txt
[2025-12-10T20:21:38.157251] [INFO ] [sig       ] [835/3612] Completed CRTO in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:38.157291] [INFO ] [sig       ] [836/3612] Forecasting CRUS...
[2025-12-10T20:21:38.157321] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-10T20:21:38.157350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-10T20:21:38.170206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-10T20:21:38.170614] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-10T20:21:38.171526] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-10T20:21:38.171610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:38.171659] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:38.171690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:38.171757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:38.232393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:38.233303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:38.233425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:38.233459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:38.359969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:38.360133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:38.360176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:38.360206] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:38.364132] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-12-10T20:21:38.364466] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-10T20:21:38.364628] [INFO ] [sig       ] CRUS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:38.526593] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRUS.txt
[2025-12-10T20:21:38.526748] [INFO ] [sig       ] [836/3612] Completed CRUS in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:38.526790] [INFO ] [sig       ] [837/3612] Forecasting CRVL...
[2025-12-10T20:21:38.526821] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-10T20:21:38.526849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-10T20:21:38.542438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-10T20:21:38.543117] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-10T20:21:38.544170] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-10T20:21:38.544225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:38.544259] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:38.544285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:38.544341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:38.603242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:38.604417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:38.604548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:38.604604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:38.738845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:38.739084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:38.739130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:38.739159] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:38.743155] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-10T20:21:38.743494] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-10T20:21:38.743658] [INFO ] [sig       ] CRVL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:38.891964] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRVL.txt
[2025-12-10T20:21:38.892167] [INFO ] [sig       ] [837/3612] Completed CRVL in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:38.892208] [INFO ] [sig       ] [838/3612] Forecasting CRVO...
[2025-12-10T20:21:38.892239] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-10T20:21:38.892268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-10T20:21:38.906868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-10T20:21:38.907446] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-10T20:21:38.908473] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-10T20:21:38.908527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:38.908560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:38.908615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:38.908675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:38.973394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:38.974713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:38.974838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:38.974885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:39.105135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:39.105360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:39.105402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:39.105430] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:39.109335] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-12-10T20:21:39.109728] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-10T20:21:39.109870] [INFO ] [sig       ] CRVO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:39.262127] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRVO.txt
[2025-12-10T20:21:39.262303] [INFO ] [sig       ] [838/3612] Completed CRVO in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:39.262346] [INFO ] [sig       ] [839/3612] Forecasting CRVS...
[2025-12-10T20:21:39.262376] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-10T20:21:39.262404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-10T20:21:39.275442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-10T20:21:39.275839] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-10T20:21:39.276654] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-10T20:21:39.276706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:39.276740] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:39.276767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:39.276823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:39.337355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:39.338337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:39.338430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:39.338464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:39.469157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:39.469320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:39.469360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:39.469390] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:39.473152] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-10T20:21:39.473541] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-10T20:21:39.473749] [INFO ] [sig       ] CRVS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:39.631282] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRVS.txt
[2025-12-10T20:21:39.631465] [INFO ] [sig       ] [839/3612] Completed CRVS in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:39.631506] [INFO ] [sig       ] [840/3612] Forecasting CRWD...
[2025-12-10T20:21:39.631534] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-10T20:21:39.631562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-10T20:21:39.643278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-10T20:21:39.643634] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-10T20:21:39.644623] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-10T20:21:39.644681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:39.644712] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:39.644739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:39.644794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:39.703437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:39.704326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:39.704406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:39.704438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:39.824636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:39.824981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:39.825021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:39.825049] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:39.828615] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-10T20:21:39.828900] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-10T20:21:39.829021] [INFO ] [sig       ] CRWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:39.968819] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CRWD.txt
[2025-12-10T20:21:39.968973] [INFO ] [sig       ] [840/3612] Completed CRWD in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:39.969012] [INFO ] [sig       ] [841/3612] Forecasting CRWS...
[2025-12-10T20:21:39.969040] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-10T20:21:39.969069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-10T20:21:39.980648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-10T20:21:39.981042] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-10T20:21:39.981873] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-10T20:21:39.981925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:39.981956] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:39.981982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:39.982037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:40.041653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:40.042467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:40.042547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:40.042597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:40.165869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:40.166012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:40.166056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:40.166084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:40.169466] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-10T20:21:40.169754] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-10T20:21:40.169875] [INFO ] [sig       ] CRWS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:40.309786] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CRWS.txt
[2025-12-10T20:21:40.309940] [INFO ] [sig       ] [841/3612] Completed CRWS in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.2m
[2025-12-10T20:21:40.309980] [INFO ] [sig       ] [842/3612] Forecasting CSAN...
[2025-12-10T20:21:40.310008] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-10T20:21:40.310037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-10T20:21:40.322714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-10T20:21:40.323278] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-10T20:21:40.324260] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-10T20:21:40.324311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:40.324343] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:40.324369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:40.324423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:40.382865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:40.383725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:40.383806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:40.383838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:40.509750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:40.509927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:40.509968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:40.509998] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:40.513457] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-10T20:21:40.513788] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-10T20:21:40.513914] [INFO ] [sig       ] CSAN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:40.661999] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSAN.txt
[2025-12-10T20:21:40.662154] [INFO ] [sig       ] [842/3612] Completed CSAN in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:40.662194] [INFO ] [sig       ] [843/3612] Forecasting CSB...
[2025-12-10T20:21:40.662222] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-10T20:21:40.662251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-10T20:21:40.674704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-10T20:21:40.675248] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-10T20:21:40.676154] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-10T20:21:40.676210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:40.676281] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:40.676312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:40.676385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:40.739011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:40.739913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:40.739994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:40.740044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:40.854007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:40.854152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:40.854192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:40.854221] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:40.858046] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-10T20:21:40.858319] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-10T20:21:40.858440] [INFO ] [sig       ] CSB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:41.012426] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CSB.txt
[2025-12-10T20:21:41.012600] [INFO ] [sig       ] [843/3612] Completed CSB in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:41.012641] [INFO ] [sig       ] [844/3612] Forecasting CSCO...
[2025-12-10T20:21:41.012670] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-10T20:21:41.012699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-10T20:21:41.025830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-10T20:21:41.026226] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-10T20:21:41.027078] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-10T20:21:41.027131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:41.027162] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:41.027188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:41.027244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:41.091963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:41.092846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:41.092928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:41.092962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:41.214007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:41.214156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:41.214196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:41.214225] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:41.217641] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-10T20:21:41.217934] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-10T20:21:41.218059] [INFO ] [sig       ] CSCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:41.357239] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CSCO.txt
[2025-12-10T20:21:41.357369] [INFO ] [sig       ] [844/3612] Completed CSCO in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:41.357407] [INFO ] [sig       ] [845/3612] Forecasting CSGP...
[2025-12-10T20:21:41.357435] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-10T20:21:41.357464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-10T20:21:41.368686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-10T20:21:41.369042] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-10T20:21:41.369825] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-10T20:21:41.369877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:41.369909] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:41.369935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:41.369991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:41.431475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:41.432372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:41.432472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:41.432520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:41.559164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:41.559313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:41.559351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:41.559379] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:41.563375] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-10T20:21:41.563687] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-10T20:21:41.563814] [INFO ] [sig       ] CSGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:41.708099] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSGP.txt
[2025-12-10T20:21:41.708249] [INFO ] [sig       ] [845/3612] Completed CSGP in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:41.708292] [INFO ] [sig       ] [846/3612] Forecasting CSGS...
[2025-12-10T20:21:41.708321] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-10T20:21:41.708351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-10T20:21:41.719620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-10T20:21:41.719903] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-10T20:21:41.720724] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-10T20:21:41.720776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:41.720840] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:41.720869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:41.720925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:41.782847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:41.783663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:41.783745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:41.783778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:41.907253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:41.907406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:41.907444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:41.907509] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:41.911289] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-12-10T20:21:41.911589] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-10T20:21:41.911716] [INFO ] [sig       ] CSGS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:42.055511] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CSGS.txt
[2025-12-10T20:21:42.055671] [INFO ] [sig       ] [846/3612] Completed CSGS in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:42.055713] [INFO ] [sig       ] [847/3612] Forecasting CSIQ...
[2025-12-10T20:21:42.055742] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-10T20:21:42.055771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-10T20:21:42.067682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-10T20:21:42.068051] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-10T20:21:42.068870] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-10T20:21:42.068922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:42.068953] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:42.068980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:42.069036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:42.128113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:42.128995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:42.129085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:42.129119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:42.256958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:42.257108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:42.257146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:42.257174] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:42.260586] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-10T20:21:42.261064] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-10T20:21:42.261186] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:42.409297] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CSIQ.txt
[2025-12-10T20:21:42.409432] [INFO ] [sig       ] [847/3612] Completed CSIQ in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:42.409470] [INFO ] [sig       ] [848/3612] Forecasting CSPI...
[2025-12-10T20:21:42.409498] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-10T20:21:42.409526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-10T20:21:42.424742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-10T20:21:42.425167] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-10T20:21:42.425930] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-10T20:21:42.425980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:42.426010] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:42.426035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:42.426091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:42.488491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:42.489382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:42.489471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:42.489503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:42.606364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:42.606527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:42.606584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:42.606618] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:42.610099] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-12-10T20:21:42.610385] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-10T20:21:42.610512] [INFO ] [sig       ] CSPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:42.754622] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSPI.txt
[2025-12-10T20:21:42.754761] [INFO ] [sig       ] [848/3612] Completed CSPI in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:42.754800] [INFO ] [sig       ] [849/3612] Forecasting CSQ...
[2025-12-10T20:21:42.754828] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-10T20:21:42.754858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-10T20:21:42.768068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-10T20:21:42.768505] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-10T20:21:42.769327] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-10T20:21:42.769387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:42.769422] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:42.769449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:42.769505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:42.830783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:42.831711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:42.831795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:42.831828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:42.955170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:42.955323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:42.955362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:42.955390] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:42.958700] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2025-12-10T20:21:42.958969] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-10T20:21:42.959091] [INFO ] [sig       ] CSQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:43.113657] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CSQ.txt
[2025-12-10T20:21:43.113818] [INFO ] [sig       ] [849/3612] Completed CSQ in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 16.1m
[2025-12-10T20:21:43.113864] [INFO ] [sig       ] [850/3612] Forecasting CSTL...
[2025-12-10T20:21:43.113894] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-10T20:21:43.113923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-10T20:21:43.125162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-10T20:21:43.125511] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-10T20:21:43.126290] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-10T20:21:43.126340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:43.126378] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:43.126406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:43.126461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:43.186292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:43.187155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:43.187237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:43.187269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:43.314792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:43.314949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:43.314987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:43.315015] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:43.318364] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-10T20:21:43.318687] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-10T20:21:43.318817] [INFO ] [sig       ] CSTL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:43.471041] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSTL.txt
[2025-12-10T20:21:43.471191] [INFO ] [sig       ] [850/3612] Completed CSTL in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:43.471230] [INFO ] [sig       ] [851/3612] Forecasting CSTM...
[2025-12-10T20:21:43.471260] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-10T20:21:43.471289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-10T20:21:43.482957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-10T20:21:43.483222] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-10T20:21:43.483979] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-10T20:21:43.484029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:43.484060] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:43.484086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:43.484141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:43.541602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:43.542237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:43.542315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:43.542347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:43.665172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:43.665322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:43.665360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:43.665387] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:43.668719] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-10T20:21:43.668982] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-10T20:21:43.669118] [INFO ] [sig       ] CSTM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:43.818560] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSTM.txt
[2025-12-10T20:21:43.818701] [INFO ] [sig       ] [851/3612] Completed CSTM in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:43.818739] [INFO ] [sig       ] [852/3612] Forecasting CSWC...
[2025-12-10T20:21:43.818768] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-10T20:21:43.818796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-10T20:21:43.831533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-10T20:21:43.831853] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-10T20:21:43.832614] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-10T20:21:43.832669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:43.832709] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:43.832745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:43.832803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:43.890133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:43.891017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:43.891123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:43.891156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:44.007788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:44.007938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:44.007979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:44.008008] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:44.011385] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-10T20:21:44.011678] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-10T20:21:44.011804] [INFO ] [sig       ] CSWC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:44.163417] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSWC.txt
[2025-12-10T20:21:44.163553] [INFO ] [sig       ] [852/3612] Completed CSWC in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:44.163611] [INFO ] [sig       ] [853/3612] Forecasting CSX...
[2025-12-10T20:21:44.163642] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-10T20:21:44.163673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-10T20:21:44.176211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-10T20:21:44.176508] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-10T20:21:44.177269] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-10T20:21:44.177319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:44.177350] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:44.177376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:44.177431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:44.234929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:44.235724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:44.235834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:44.235868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:44.357668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:44.357849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:44.358095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:44.358125] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:44.361769] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-10T20:21:44.362072] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-10T20:21:44.362203] [INFO ] [sig       ] CSX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:44.519383] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CSX.txt
[2025-12-10T20:21:44.519515] [INFO ] [sig       ] [853/3612] Completed CSX in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:44.519553] [INFO ] [sig       ] [854/3612] Forecasting CTAS...
[2025-12-10T20:21:44.519598] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-10T20:21:44.519628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-10T20:21:44.532382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-10T20:21:44.532908] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-10T20:21:44.533837] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-10T20:21:44.533887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:44.533917] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:44.533943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:44.533997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:44.592219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:44.593000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:44.593079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:44.593111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:44.709052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:44.709198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:44.709237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:44.709264] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:44.712529] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-10T20:21:44.712809] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-10T20:21:44.712929] [INFO ] [sig       ] CTAS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:44.864647] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTAS.txt
[2025-12-10T20:21:44.864770] [INFO ] [sig       ] [854/3612] Completed CTAS in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:44.864807] [INFO ] [sig       ] [855/3612] Forecasting CTBB...
[2025-12-10T20:21:44.864836] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-10T20:21:44.864864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-10T20:21:44.877215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-10T20:21:44.877629] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-10T20:21:44.878452] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-10T20:21:44.878505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:44.878538] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:44.878565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:44.878642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:44.941788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:44.942712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:44.942814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:44.942849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:45.065974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:45.066132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:45.066175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:45.066213] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:45.070297] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-12-10T20:21:45.070604] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-10T20:21:45.070734] [INFO ] [sig       ] CTBB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:45.226604] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTBB.txt
[2025-12-10T20:21:45.226767] [INFO ] [sig       ] [855/3612] Completed CTBB in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:45.226808] [INFO ] [sig       ] [856/3612] Forecasting CTBI...
[2025-12-10T20:21:45.226839] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-10T20:21:45.226868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-10T20:21:45.238707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-10T20:21:45.239076] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-10T20:21:45.240101] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-10T20:21:45.240155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:45.240195] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:45.240230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:45.240298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:45.300927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:45.301768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:45.301883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:45.301918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:45.430763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:45.430919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:45.430957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:45.430987] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:45.434329] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-10T20:21:45.434677] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-10T20:21:45.434813] [INFO ] [sig       ] CTBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:45.577227] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTBI.txt
[2025-12-10T20:21:45.577405] [INFO ] [sig       ] [856/3612] Completed CTBI in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:45.577447] [INFO ] [sig       ] [857/3612] Forecasting CTDD...
[2025-12-10T20:21:45.577476] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-10T20:21:45.577505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-10T20:21:45.588815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-10T20:21:45.589168] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-10T20:21:45.589947] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-10T20:21:45.589999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:45.590044] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:45.590071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:45.590126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:45.646432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:45.647243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:45.647320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:45.647352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:45.758086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:45.758244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:45.758282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:45.758309] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:45.761667] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-10T20:21:45.761954] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-10T20:21:45.762078] [INFO ] [sig       ] CTDD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:45.904230] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTDD.txt
[2025-12-10T20:21:45.904380] [INFO ] [sig       ] [857/3612] Completed CTDD in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:45.904420] [INFO ] [sig       ] [858/3612] Forecasting CTKB...
[2025-12-10T20:21:45.904448] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-10T20:21:45.904477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-10T20:21:45.916321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-10T20:21:45.916643] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-10T20:21:45.917615] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-10T20:21:45.917666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:45.917698] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:45.917748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:45.917806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:45.975992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:45.976823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:45.976905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:45.976936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:46.092597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:46.092752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:46.092793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:46.092821] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:46.096158] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-10T20:21:46.096446] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-10T20:21:46.096588] [INFO ] [sig       ] CTKB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:46.238128] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTKB.txt
[2025-12-10T20:21:46.238280] [INFO ] [sig       ] [858/3612] Completed CTKB in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.1m
[2025-12-10T20:21:46.238320] [INFO ] [sig       ] [859/3612] Forecasting CTLP...
[2025-12-10T20:21:46.238349] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-10T20:21:46.238378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-10T20:21:46.249844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-10T20:21:46.250230] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-10T20:21:46.251049] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-10T20:21:46.251103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:46.251137] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:46.251165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:46.251222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:46.310320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:46.311387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:46.311479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:46.311512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:46.431255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:46.431406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:46.431443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:46.431472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:46.434767] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2025-12-10T20:21:46.435039] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-10T20:21:46.435164] [INFO ] [sig       ] CTLP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:46.580418] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTLP.txt
[2025-12-10T20:21:46.580592] [INFO ] [sig       ] [859/3612] Completed CTLP in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:46.580635] [INFO ] [sig       ] [860/3612] Forecasting CTMX...
[2025-12-10T20:21:46.580664] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-10T20:21:46.580692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-10T20:21:46.592416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-10T20:21:46.592840] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-10T20:21:46.593680] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-10T20:21:46.593732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:46.593793] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:46.593820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:46.593877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:46.651315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:46.652172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:46.652252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:46.652284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:46.772489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:46.772661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:46.772703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:46.772731] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:46.776461] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-10T20:21:46.776808] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-10T20:21:46.776947] [INFO ] [sig       ] CTMX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:46.922381] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTMX.txt
[2025-12-10T20:21:46.922528] [INFO ] [sig       ] [860/3612] Completed CTMX in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:46.922585] [INFO ] [sig       ] [861/3612] Forecasting CTNM...
[2025-12-10T20:21:46.923040] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-10T20:21:46.923072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-10T20:21:46.934569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-10T20:21:46.934961] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-10T20:21:46.935820] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-10T20:21:46.935873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:46.935904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:46.935931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:46.935986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:46.992617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:46.993431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:46.993510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:46.993541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:47.114871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:47.115022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:47.115059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:47.115086] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:47.118418] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-12-10T20:21:47.118711] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-10T20:21:47.118838] [INFO ] [sig       ] CTNM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:47.258562] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTNM.txt
[2025-12-10T20:21:47.258730] [INFO ] [sig       ] [861/3612] Completed CTNM in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:47.258769] [INFO ] [sig       ] [862/3612] Forecasting CTO...
[2025-12-10T20:21:47.258797] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-10T20:21:47.258827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-10T20:21:47.271179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-10T20:21:47.271530] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-10T20:21:47.272330] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-10T20:21:47.272382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:47.272414] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:47.272440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:47.272495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:47.330619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:47.331383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:47.331462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:47.331494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:47.452300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:47.452448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:47.452486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:47.452513] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:47.455856] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-10T20:21:47.456128] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-10T20:21:47.456248] [INFO ] [sig       ] CTO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:47.601513] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTO.txt
[2025-12-10T20:21:47.601660] [INFO ] [sig       ] [862/3612] Completed CTO in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:47.601708] [INFO ] [sig       ] [863/3612] Forecasting CTRA...
[2025-12-10T20:21:47.601742] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-10T20:21:47.601777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-10T20:21:47.612967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-10T20:21:47.613256] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-10T20:21:47.614140] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-10T20:21:47.614192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:47.614224] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:47.614251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:47.614311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:47.671451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:47.672071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:47.672147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:47.672179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:47.785920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:47.786053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:47.786089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:47.786147] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:47.789458] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-10T20:21:47.789743] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-10T20:21:47.789864] [INFO ] [sig       ] CTRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:47.934417] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CTRA.txt
[2025-12-10T20:21:47.934593] [INFO ] [sig       ] [863/3612] Completed CTRA in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:47.934636] [INFO ] [sig       ] [864/3612] Forecasting CTRE...
[2025-12-10T20:21:47.934664] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-10T20:21:47.934693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-10T20:21:47.946656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-10T20:21:47.946950] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-10T20:21:47.947822] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-10T20:21:47.947873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:47.947906] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:47.947932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:47.947988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:48.004335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:48.005071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:48.005162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:48.005208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:48.125705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:48.125849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:48.125886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:48.125928] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:48.129261] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-10T20:21:48.129533] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-10T20:21:48.129675] [INFO ] [sig       ] CTRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:48.268488] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CTRE.txt
[2025-12-10T20:21:48.268660] [INFO ] [sig       ] [864/3612] Completed CTRE in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:48.268705] [INFO ] [sig       ] [865/3612] Forecasting CTRM...
[2025-12-10T20:21:48.268735] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-10T20:21:48.268764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-10T20:21:48.280157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-10T20:21:48.280479] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-10T20:21:48.281250] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-10T20:21:48.281300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:48.281331] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:48.281357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:48.281411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:48.342464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:48.343300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:48.343376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:48.343407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:48.462424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:48.462587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:48.462629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:48.462657] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:48.466373] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-10T20:21:48.466663] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-10T20:21:48.466785] [INFO ] [sig       ] CTRM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:48.611717] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTRM.txt
[2025-12-10T20:21:48.611864] [INFO ] [sig       ] [865/3612] Completed CTRM in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:48.611908] [INFO ] [sig       ] [866/3612] Forecasting CTRN...
[2025-12-10T20:21:48.611936] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-10T20:21:48.611964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-10T20:21:48.623565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-10T20:21:48.623909] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-10T20:21:48.624721] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-10T20:21:48.624772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:48.624804] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:48.624831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:48.624892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:48.684306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:48.684981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:48.685059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:48.685104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:48.811060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:48.811208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:48.811247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:48.811274] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:48.814519] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2025-12-10T20:21:48.814805] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-10T20:21:48.814922] [INFO ] [sig       ] CTRN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:48.959340] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CTRN.txt
[2025-12-10T20:21:48.959476] [INFO ] [sig       ] [866/3612] Completed CTRN in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 16.0m
[2025-12-10T20:21:48.959515] [INFO ] [sig       ] [867/3612] Forecasting CTS...
[2025-12-10T20:21:48.959545] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-10T20:21:48.959591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-10T20:21:48.971330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-10T20:21:48.971656] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-10T20:21:48.972442] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-10T20:21:48.972493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:48.972525] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:48.972551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:48.972637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:49.031287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:49.031941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:49.032019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:49.032052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:49.153107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:49.153264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:49.153323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:49.153354] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:49.156703] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=55.84%)
[2025-12-10T20:21:49.156974] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-10T20:21:49.157095] [INFO ] [sig       ] CTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:49.305836] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTS.txt
[2025-12-10T20:21:49.306175] [INFO ] [sig       ] [867/3612] Completed CTS in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:49.306214] [INFO ] [sig       ] [868/3612] Forecasting CTSH...
[2025-12-10T20:21:49.306242] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-10T20:21:49.306270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-10T20:21:49.318353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-10T20:21:49.318743] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-10T20:21:49.319549] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-10T20:21:49.319619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:49.319652] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:49.319679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:49.319747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:49.379233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:49.380235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:49.380317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:49.380348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:49.503362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:49.503508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:49.503547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:49.503593] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:49.506881] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-12-10T20:21:49.507332] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-10T20:21:49.507454] [INFO ] [sig       ] CTSH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:49.667144] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTSH.txt
[2025-12-10T20:21:49.667292] [INFO ] [sig       ] [868/3612] Completed CTSH in 0.4s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:49.667331] [INFO ] [sig       ] [869/3612] Forecasting CTVA...
[2025-12-10T20:21:49.667359] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-10T20:21:49.667388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-10T20:21:49.678893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-10T20:21:49.679252] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-10T20:21:49.680142] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-10T20:21:49.680196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:49.680228] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:49.680254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:49.680310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:49.739209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:49.739975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:49.740055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:49.740089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:49.875117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:49.875273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:49.875317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:49.875345] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:49.879808] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-10T20:21:49.880083] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-10T20:21:49.880202] [INFO ] [sig       ] CTVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:50.030157] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CTVA.txt
[2025-12-10T20:21:50.030317] [INFO ] [sig       ] [869/3612] Completed CTVA in 0.4s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:50.030358] [INFO ] [sig       ] [870/3612] Forecasting CUBE...
[2025-12-10T20:21:50.030386] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-10T20:21:50.030415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-10T20:21:50.047415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-10T20:21:50.047856] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-10T20:21:50.048710] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-10T20:21:50.048768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:50.048800] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:50.048829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:50.048886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:50.111541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:50.112382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:50.112520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:50.112563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:50.232728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:50.232875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:50.232912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:50.232940] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:50.236719] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-12-10T20:21:50.236988] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-10T20:21:50.237106] [INFO ] [sig       ] CUBE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:50.378177] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CUBE.txt
[2025-12-10T20:21:50.378304] [INFO ] [sig       ] [870/3612] Completed CUBE in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:50.378343] [INFO ] [sig       ] [871/3612] Forecasting CUBI...
[2025-12-10T20:21:50.378372] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-10T20:21:50.378400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-10T20:21:50.390288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-10T20:21:50.390653] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-10T20:21:50.391464] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-10T20:21:50.391517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:50.391549] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:50.391602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:50.391666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:50.452114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:50.452977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:50.453059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:50.453093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:50.579522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:50.579684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:50.579728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:50.579756] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:50.583094] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-10T20:21:50.583372] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-10T20:21:50.583491] [INFO ] [sig       ] CUBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:50.721360] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CUBI.txt
[2025-12-10T20:21:50.721478] [INFO ] [sig       ] [871/3612] Completed CUBI in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:50.721517] [INFO ] [sig       ] [872/3612] Forecasting CUK...
[2025-12-10T20:21:50.721545] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-10T20:21:50.721594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-10T20:21:50.733331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-10T20:21:50.733658] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-10T20:21:50.734472] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-10T20:21:50.734524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:50.734557] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:50.734609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:50.734672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:50.792810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:50.793570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:50.793670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:50.793703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:50.917110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:50.917255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:50.917293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:50.917321] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:50.920690] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-12-10T20:21:50.920966] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-10T20:21:50.921087] [INFO ] [sig       ] CUK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:51.061554] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CUK.txt
[2025-12-10T20:21:51.061726] [INFO ] [sig       ] [872/3612] Completed CUK in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:51.061767] [INFO ] [sig       ] [873/3612] Forecasting CULP...
[2025-12-10T20:21:51.061795] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-10T20:21:51.061826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-10T20:21:51.073096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-10T20:21:51.073437] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-10T20:21:51.074261] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-10T20:21:51.074312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:51.074345] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:51.074372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:51.074428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:51.132623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:51.133244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:51.133324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:51.133356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:51.236451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:51.236619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:51.236667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:51.236696] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:51.240072] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-10T20:21:51.240352] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-10T20:21:51.240475] [INFO ] [sig       ] CULP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:51.380637] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CULP.txt
[2025-12-10T20:21:51.380823] [INFO ] [sig       ] [873/3612] Completed CULP in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:51.380876] [INFO ] [sig       ] [874/3612] Forecasting CURI...
[2025-12-10T20:21:51.380916] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-10T20:21:51.380955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-10T20:21:51.392478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-10T20:21:51.392836] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-10T20:21:51.393673] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-10T20:21:51.393725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:51.393757] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:51.393786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:51.393843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:51.452497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:51.453255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:51.453334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:51.453368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:51.569893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:51.570037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:51.570074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:51.570101] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:51.573316] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-10T20:21:51.573595] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-10T20:21:51.573714] [INFO ] [sig       ] CURI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:51.713616] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CURI.txt
[2025-12-10T20:21:51.713769] [INFO ] [sig       ] [874/3612] Completed CURI in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 16.0m
[2025-12-10T20:21:51.713807] [INFO ] [sig       ] [875/3612] Forecasting CUZ...
[2025-12-10T20:21:51.713836] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-10T20:21:51.713870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-10T20:21:51.725022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-10T20:21:51.725393] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-10T20:21:51.726181] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-10T20:21:51.726232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:51.726262] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:51.726288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:51.726343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:51.783771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:51.784637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:51.784718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:51.784748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:51.908139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:51.908292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:51.908332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:51.908359] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:51.912118] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-12-10T20:21:51.912396] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-10T20:21:51.912518] [INFO ] [sig       ] CUZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:52.054042] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CUZ.txt
[2025-12-10T20:21:52.054194] [INFO ] [sig       ] [875/3612] Completed CUZ in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:52.054234] [INFO ] [sig       ] [876/3612] Forecasting CVAC...
[2025-12-10T20:21:52.054263] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-10T20:21:52.054292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-10T20:21:52.066195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-10T20:21:52.066556] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-10T20:21:52.067336] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-10T20:21:52.067386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:52.067418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:52.067444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:52.067498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:52.126437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:52.127322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:52.127402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:52.127433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:52.250436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:52.250598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:52.250637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:52.250665] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:52.254256] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-10T20:21:52.254515] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-10T20:21:52.254650] [INFO ] [sig       ] CVAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:52.395962] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVAC.txt
[2025-12-10T20:21:52.396088] [INFO ] [sig       ] [876/3612] Completed CVAC in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:52.396126] [INFO ] [sig       ] [877/3612] Forecasting CVBF...
[2025-12-10T20:21:52.396154] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-10T20:21:52.396181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-10T20:21:52.408472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-10T20:21:52.408786] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-10T20:21:52.409605] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-10T20:21:52.409657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:52.409715] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:52.409744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:52.409813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:52.471071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:52.471798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:52.471875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:52.471907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:52.594726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:52.594900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:52.594940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:52.594967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:52.598428] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-10T20:21:52.598708] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-10T20:21:52.598826] [INFO ] [sig       ] CVBF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:52.740823] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVBF.txt
[2025-12-10T20:21:52.740980] [INFO ] [sig       ] [877/3612] Completed CVBF in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:52.741021] [INFO ] [sig       ] [878/3612] Forecasting CVCO...
[2025-12-10T20:21:52.741049] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-10T20:21:52.741078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-10T20:21:52.752635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-10T20:21:52.752920] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-10T20:21:52.753674] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-10T20:21:52.753723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:52.753754] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:52.753780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:52.753834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:52.811921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:52.812566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:52.812659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:52.812689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:52.930020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:52.930162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:52.930200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:52.930236] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:52.933584] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-10T20:21:52.933865] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-10T20:21:52.934006] [INFO ] [sig       ] CVCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:53.075069] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CVCO.txt
[2025-12-10T20:21:53.075234] [INFO ] [sig       ] [878/3612] Completed CVCO in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:53.075279] [INFO ] [sig       ] [879/3612] Forecasting CVE...
[2025-12-10T20:21:53.075309] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-10T20:21:53.075339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-10T20:21:53.087349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-10T20:21:53.087736] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-10T20:21:53.088552] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-10T20:21:53.088626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:53.088662] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:53.088690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:53.088747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:53.146842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:53.147704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:53.147815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:53.147848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:53.276702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:53.276843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:53.276881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:53.276908] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:53.280358] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-10T20:21:53.280640] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-10T20:21:53.280759] [INFO ] [sig       ] CVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:53.428041] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVE.txt
[2025-12-10T20:21:53.428178] [INFO ] [sig       ] [879/3612] Completed CVE in 0.4s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:53.428217] [INFO ] [sig       ] [880/3612] Forecasting CVEO...
[2025-12-10T20:21:53.428244] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-10T20:21:53.428274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-10T20:21:53.439957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-10T20:21:53.440283] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-10T20:21:53.441140] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-10T20:21:53.441191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:53.441223] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:53.441250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:53.441307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:53.499945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:53.500615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:53.500694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:53.500728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:53.617641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:53.617822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:53.617861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:53.617923] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:53.622411] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-10T20:21:53.622756] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-10T20:21:53.622893] [INFO ] [sig       ] CVEO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:53.763770] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CVEO.txt
[2025-12-10T20:21:53.763897] [INFO ] [sig       ] [880/3612] Completed CVEO in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:53.763936] [INFO ] [sig       ] [881/3612] Forecasting CVGI...
[2025-12-10T20:21:53.763967] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-10T20:21:53.763995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-10T20:21:53.775262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-10T20:21:53.775556] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-10T20:21:53.776406] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-10T20:21:53.776467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:53.776511] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:53.776540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:53.776620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:53.835609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:53.836247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:53.836326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:53.836358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:53.955038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:53.955171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:53.955208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:53.955235] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:53.958491] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-10T20:21:53.958781] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-10T20:21:53.958930] [INFO ] [sig       ] CVGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:54.106936] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVGI.txt
[2025-12-10T20:21:54.107087] [INFO ] [sig       ] [881/3612] Completed CVGI in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:54.107126] [INFO ] [sig       ] [882/3612] Forecasting CVI...
[2025-12-10T20:21:54.107154] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-10T20:21:54.107183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-10T20:21:54.119392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-10T20:21:54.119760] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-10T20:21:54.120557] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-10T20:21:54.120623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:54.120654] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:54.120680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:54.120735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:54.177889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:54.178647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:54.178724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:54.178756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:54.297835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:54.298003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:54.298053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:54.298091] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:54.301585] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-10T20:21:54.301869] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-10T20:21:54.302000] [INFO ] [sig       ] CVI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:54.447181] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVI.txt
[2025-12-10T20:21:54.447332] [INFO ] [sig       ] [882/3612] Completed CVI in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:54.447369] [INFO ] [sig       ] [883/3612] Forecasting CVKD...
[2025-12-10T20:21:54.447399] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-10T20:21:54.447429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-10T20:21:54.458832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-10T20:21:54.459201] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-10T20:21:54.459963] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-10T20:21:54.460012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:54.460043] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:54.460069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:54.460124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:54.517271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:54.518061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:54.518140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:54.518171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:54.644068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:54.644413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:54.644451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:54.644478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:54.647796] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-10T20:21:54.648089] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-10T20:21:54.648205] [INFO ] [sig       ] CVKD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:54.793868] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVKD.txt
[2025-12-10T20:21:54.794014] [INFO ] [sig       ] [883/3612] Completed CVKD in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:54.794052] [INFO ] [sig       ] [884/3612] Forecasting CVNA...
[2025-12-10T20:21:54.794080] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-10T20:21:54.794109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-10T20:21:54.806785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-10T20:21:54.807114] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-10T20:21:54.807920] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-10T20:21:54.807971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:54.808003] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:54.808030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:54.808085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:54.870633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:54.871466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:54.871549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:54.871615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:54.999329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:54.999508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:54.999547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:54.999594] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:55.003334] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-10T20:21:55.003641] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-10T20:21:55.003776] [INFO ] [sig       ] CVNA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:55.150049] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVNA.txt
[2025-12-10T20:21:55.150370] [INFO ] [sig       ] [884/3612] Completed CVNA in 0.4s | 2.86 sym/s | Total: 5.1m | ETA: 15.9m
[2025-12-10T20:21:55.150446] [INFO ] [sig       ] [885/3612] Forecasting CVRX...
[2025-12-10T20:21:55.150477] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-10T20:21:55.150505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-10T20:21:55.162085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-10T20:21:55.162375] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-10T20:21:55.163194] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-10T20:21:55.163245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:55.163276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:55.163302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:55.163546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:55.224126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:55.224869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:55.224950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:55.224982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:55.354228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:55.354375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:55.354413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:55.354441] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:55.358355] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-10T20:21:55.358644] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-10T20:21:55.358767] [INFO ] [sig       ] CVRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:55.501666] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVRX.txt
[2025-12-10T20:21:55.501789] [INFO ] [sig       ] [885/3612] Completed CVRX in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-10T20:21:55.501827] [INFO ] [sig       ] [886/3612] Forecasting CVS...
[2025-12-10T20:21:55.501855] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-10T20:21:55.501884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-10T20:21:55.513201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-10T20:21:55.513480] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-10T20:21:55.514265] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-10T20:21:55.514317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:55.514349] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:55.514376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:55.514432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:55.571291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:55.572119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:55.572201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:55.572234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:55.695507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:55.695716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:55.695762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:55.695790] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:55.699301] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-10T20:21:55.699609] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-10T20:21:55.699760] [INFO ] [sig       ] CVS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:55.841118] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CVS.txt
[2025-12-10T20:21:55.841282] [INFO ] [sig       ] [886/3612] Completed CVS in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-10T20:21:55.841322] [INFO ] [sig       ] [887/3612] Forecasting CVX...
[2025-12-10T20:21:55.841351] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-10T20:21:55.841380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-10T20:21:55.853178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-10T20:21:55.853531] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-10T20:21:55.854304] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-10T20:21:55.854353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:55.854384] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:55.854411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:55.854465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:55.911622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:55.912480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:55.912614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:55.912649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:56.039807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:56.039970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:56.040009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:56.040037] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:56.044142] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-12-10T20:21:56.044411] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-10T20:21:56.044531] [INFO ] [sig       ] CVX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:56.195611] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CVX.txt
[2025-12-10T20:21:56.195785] [INFO ] [sig       ] [887/3612] Completed CVX in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-10T20:21:56.195826] [INFO ] [sig       ] [888/3612] Forecasting CWAN...
[2025-12-10T20:21:56.195854] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-10T20:21:56.195883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-10T20:21:56.207098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-10T20:21:56.207449] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-10T20:21:56.208242] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-10T20:21:56.208291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:56.208321] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:56.208346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:56.208400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:56.265280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:56.266186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:56.266265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:56.266296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:56.383024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:56.383179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:56.383234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:56.383263] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:56.386637] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-10T20:21:56.386913] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-10T20:21:56.387038] [INFO ] [sig       ] CWAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:56.528685] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CWAN.txt
[2025-12-10T20:21:56.528840] [INFO ] [sig       ] [888/3612] Completed CWAN in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-10T20:21:56.528878] [INFO ] [sig       ] [889/3612] Forecasting CWBC...
[2025-12-10T20:21:56.528908] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-10T20:21:56.528937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-10T20:21:56.540144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-10T20:21:56.540497] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-10T20:21:56.541258] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-10T20:21:56.541308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:56.541339] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:56.541364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:56.541419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:56.598119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:56.598968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:56.599048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:56.599079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:56.717121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:56.717273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:56.717311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:56.717339] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:56.720752] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-10T20:21:56.721029] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-10T20:21:56.721153] [INFO ] [sig       ] CWBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:56.864737] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CWBC.txt
[2025-12-10T20:21:56.864898] [INFO ] [sig       ] [889/3612] Completed CWBC in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-10T20:21:56.864938] [INFO ] [sig       ] [890/3612] Forecasting CWCO...
[2025-12-10T20:21:56.864966] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-10T20:21:56.864994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-10T20:21:56.876712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-10T20:21:56.877067] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-10T20:21:56.877857] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-10T20:21:56.877906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:56.877937] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:56.877964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:56.878020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:56.937322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:56.938233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:56.938338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:56.938372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:57.054164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:57.054319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:57.054356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:57.054384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:57.057672] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-12-10T20:21:57.057960] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-10T20:21:57.058083] [INFO ] [sig       ] CWCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:57.200072] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CWCO.txt
[2025-12-10T20:21:57.200273] [INFO ] [sig       ] [890/3612] Completed CWCO in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.9m
[2025-12-10T20:21:57.200315] [INFO ] [sig       ] [891/3612] Forecasting CWD...
[2025-12-10T20:21:57.200343] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-10T20:21:57.200372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-10T20:21:57.212417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-10T20:21:57.212801] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-10T20:21:57.213561] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-10T20:21:57.213632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:57.213664] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:57.213689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:57.213744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:57.274611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:57.275463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:57.275548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:57.275609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:57.385262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:57.385395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:57.385431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:57.385458] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:57.388710] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-10T20:21:57.388987] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-10T20:21:57.389126] [INFO ] [sig       ] CWD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:57.533975] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CWD.txt
[2025-12-10T20:21:57.534094] [INFO ] [sig       ] [891/3612] Completed CWD in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:57.534330] [INFO ] [sig       ] [892/3612] Forecasting CWEN...
[2025-12-10T20:21:57.534359] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-10T20:21:57.534386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-10T20:21:57.546486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-10T20:21:57.546769] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-10T20:21:57.547498] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-10T20:21:57.547547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:57.547605] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:57.547634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:57.547689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:57.604618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:57.605354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:57.605427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:57.605458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:57.727057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:57.727351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:57.727386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:57.727412] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:57.731037] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-10T20:21:57.731295] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-10T20:21:57.731409] [INFO ] [sig       ] CWEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:57.874812] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CWEN.txt
[2025-12-10T20:21:57.874917] [INFO ] [sig       ] [892/3612] Completed CWEN in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:57.874953] [INFO ] [sig       ] [893/3612] Forecasting CWH...
[2025-12-10T20:21:57.874982] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-10T20:21:57.875011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-10T20:21:57.886595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-10T20:21:57.886856] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-10T20:21:57.887596] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-10T20:21:57.887646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:57.887677] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:57.887702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:57.888100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:57.948659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:57.949639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:57.949727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:57.949759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:58.074674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:58.074841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:58.074881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:58.074910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:58.078948] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-10T20:21:58.079285] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-10T20:21:58.079433] [INFO ] [sig       ] CWH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:58.224754] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CWH.txt
[2025-12-10T20:21:58.224875] [INFO ] [sig       ] [893/3612] Completed CWH in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:58.224913] [INFO ] [sig       ] [894/3612] Forecasting CWK...
[2025-12-10T20:21:58.224940] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-10T20:21:58.224967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-10T20:21:58.236532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-10T20:21:58.236835] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-10T20:21:58.237592] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-10T20:21:58.237641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:58.237696] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:58.237769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:58.237831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:58.295181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:58.296177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:58.296257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:58.296288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:58.416481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:58.416600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:58.416638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:58.416664] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:58.420137] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-10T20:21:58.420591] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-10T20:21:58.420712] [INFO ] [sig       ] CWK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:58.561168] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CWK.txt
[2025-12-10T20:21:58.561459] [INFO ] [sig       ] [894/3612] Completed CWK in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:58.561496] [INFO ] [sig       ] [895/3612] Forecasting CXDO...
[2025-12-10T20:21:58.561523] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-10T20:21:58.561551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-10T20:21:58.573636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-10T20:21:58.573898] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-10T20:21:58.574834] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-10T20:21:58.574882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:58.574912] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:58.574937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:58.574990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:58.632257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:58.632868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:58.632943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:58.632981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:58.750355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:58.750459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:58.750495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:58.750523] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:58.753672] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-10T20:21:58.753931] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-10T20:21:58.754049] [INFO ] [sig       ] CXDO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:58.899466] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CXDO.txt
[2025-12-10T20:21:58.899593] [INFO ] [sig       ] [895/3612] Completed CXDO in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:58.899633] [INFO ] [sig       ] [896/3612] Forecasting CXE...
[2025-12-10T20:21:58.899660] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-10T20:21:58.899702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-10T20:21:58.911002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-10T20:21:58.911263] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-10T20:21:58.912238] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-10T20:21:58.912287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:58.912317] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:58.912342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:58.912395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:58.969073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:58.969855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:58.969929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:58.969959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:59.083770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:59.083867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:59.083901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:59.083927] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:59.087369] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=27.13%)
[2025-12-10T20:21:59.087679] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-10T20:21:59.087810] [INFO ] [sig       ] CXE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:59.228769] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CXE.txt
[2025-12-10T20:21:59.228878] [INFO ] [sig       ] [896/3612] Completed CXE in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:59.228914] [INFO ] [sig       ] [897/3612] Forecasting CXSE...
[2025-12-10T20:21:59.228942] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-10T20:21:59.228971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-10T20:21:59.240367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-10T20:21:59.240646] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-10T20:21:59.241378] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-10T20:21:59.241427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:59.241457] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:59.241482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:59.241537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:59.296857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:59.297429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:59.297502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:59.297533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:59.405980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:59.406081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:59.406117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:59.406173] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:59.409335] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-10T20:21:59.409620] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-10T20:21:59.409740] [INFO ] [sig       ] CXSE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:21:59.553664] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CXSE.txt
[2025-12-10T20:21:59.553788] [INFO ] [sig       ] [897/3612] Completed CXSE in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:59.553827] [INFO ] [sig       ] [898/3612] Forecasting CYD...
[2025-12-10T20:21:59.553855] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-10T20:21:59.553882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-10T20:21:59.565895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-10T20:21:59.566172] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-10T20:21:59.566932] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-10T20:21:59.566982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:59.567013] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:59.567040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:59.567098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:59.623913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:59.624513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:59.624604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:59.624637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:21:59.742696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:21:59.742799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:21:59.742833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:21:59.742859] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:21:59.745924] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-10T20:21:59.746180] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-10T20:21:59.746296] [INFO ] [sig       ] CYD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:21:59.883859] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CYD.txt
[2025-12-10T20:21:59.883962] [INFO ] [sig       ] [898/3612] Completed CYD in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:21:59.883999] [INFO ] [sig       ] [899/3612] Forecasting CYH...
[2025-12-10T20:21:59.884025] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-10T20:21:59.884052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-10T20:21:59.894937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-10T20:21:59.895200] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-10T20:21:59.895948] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-10T20:21:59.895997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:21:59.896027] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:21:59.896052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:21:59.896108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:21:59.952781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:21:59.953363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:21:59.953632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:21:59.953665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:00.074990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:00.075102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:00.075136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:00.075164] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:00.078348] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-10T20:22:00.078627] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-10T20:22:00.078748] [INFO ] [sig       ] CYH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:00.219868] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CYH.txt
[2025-12-10T20:22:00.220001] [INFO ] [sig       ] [899/3612] Completed CYH in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:22:00.220040] [INFO ] [sig       ] [900/3612] Forecasting CYN...
[2025-12-10T20:22:00.220067] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-10T20:22:00.220095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-10T20:22:00.231725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-10T20:22:00.231995] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-10T20:22:00.232765] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-10T20:22:00.232815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:00.232845] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:00.232871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:00.232926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:00.293730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:00.294733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:00.294825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:00.294861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:00.414482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:00.414658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:00.414697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:00.414724] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:00.418716] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-12-10T20:22:00.419006] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-10T20:22:00.419136] [INFO ] [sig       ] CYN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:00.572165] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CYN.txt
[2025-12-10T20:22:00.572316] [INFO ] [sig       ] [900/3612] Completed CYN in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:22:00.572355] [INFO ] [sig       ] [901/3612] Forecasting CYRX...
[2025-12-10T20:22:00.572384] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-10T20:22:00.572413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-10T20:22:00.584102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-10T20:22:00.584430] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-10T20:22:00.585200] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-10T20:22:00.585251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:00.585282] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:00.585307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:00.585361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:00.650469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:00.651332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:00.651415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:00.651449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:00.781527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:00.781711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:00.781753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:00.781784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:00.785528] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-10T20:22:00.785835] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-10T20:22:00.785968] [INFO ] [sig       ] CYRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:00.939418] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CYRX.txt
[2025-12-10T20:22:00.939628] [INFO ] [sig       ] [901/3612] Completed CYRX in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.8m
[2025-12-10T20:22:00.939694] [INFO ] [sig       ] [902/3612] Forecasting CYTK...
[2025-12-10T20:22:00.939736] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-10T20:22:00.939777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-10T20:22:00.952545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-10T20:22:00.953020] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-10T20:22:00.954045] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-10T20:22:00.954101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:00.954133] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:00.954159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:00.954214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:01.018335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:01.019301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:01.019391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:01.019423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:01.148846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:01.149012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:01.149052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:01.149080] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:01.152659] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-10T20:22:01.153018] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-10T20:22:01.153161] [INFO ] [sig       ] CYTK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:01.306617] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CYTK.txt
[2025-12-10T20:22:01.306778] [INFO ] [sig       ] [902/3612] Completed CYTK in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-10T20:22:01.306820] [INFO ] [sig       ] [903/3612] Forecasting CZFS...
[2025-12-10T20:22:01.306847] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-10T20:22:01.306875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-10T20:22:01.317358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-10T20:22:01.317808] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-10T20:22:01.318564] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-10T20:22:01.318637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:01.318668] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:01.318694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:01.318765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:01.379152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:01.380211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:01.380504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:01.380547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:01.490478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:01.490660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:01.490702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:01.490732] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:01.494380] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-12-10T20:22:01.494739] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-10T20:22:01.494899] [INFO ] [sig       ] CZFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:01.670160] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CZFS.txt
[2025-12-10T20:22:01.670367] [INFO ] [sig       ] [903/3612] Completed CZFS in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-10T20:22:01.670426] [INFO ] [sig       ] [904/3612] Forecasting CZNC...
[2025-12-10T20:22:01.670469] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-10T20:22:01.670512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-10T20:22:01.685806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-10T20:22:01.686394] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-10T20:22:01.687472] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-10T20:22:01.687570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:01.687648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:01.687679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:01.687766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:01.752527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:01.753596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:01.753736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:01.753771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:01.870844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:01.871002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:01.871042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:01.871070] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:01.874533] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-12-10T20:22:01.874886] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-10T20:22:01.875019] [INFO ] [sig       ] CZNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:02.020465] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/CZNC.txt
[2025-12-10T20:22:02.020636] [INFO ] [sig       ] [904/3612] Completed CZNC in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-10T20:22:02.020679] [INFO ] [sig       ] [905/3612] Forecasting CZWI...
[2025-12-10T20:22:02.020709] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-10T20:22:02.020737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-10T20:22:02.032563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-10T20:22:02.032939] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-10T20:22:02.033721] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-10T20:22:02.033784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:02.033816] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:02.033842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:02.033898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:02.092146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:02.093046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:02.093134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:02.093168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:02.210341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:02.210496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:02.210535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:02.210564] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:02.214031] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-12-10T20:22:02.214322] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-10T20:22:02.214449] [INFO ] [sig       ] CZWI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:02.378872] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/CZWI.txt
[2025-12-10T20:22:02.379038] [INFO ] [sig       ] [905/3612] Completed CZWI in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-10T20:22:02.379078] [INFO ] [sig       ] [906/3612] Forecasting DAIO...
[2025-12-10T20:22:02.379107] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-10T20:22:02.379135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-10T20:22:02.390244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-10T20:22:02.390658] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-10T20:22:02.391438] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-10T20:22:02.391488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:02.391519] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:02.391545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:02.391625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:02.449533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:02.450420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:02.450509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:02.450542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:02.562778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:02.562932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:02.562974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:02.563004] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:02.566608] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-10T20:22:02.566949] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-10T20:22:02.567096] [INFO ] [sig       ] DAIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:02.728170] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DAIO.txt
[2025-12-10T20:22:02.728323] [INFO ] [sig       ] [906/3612] Completed DAIO in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-10T20:22:02.728363] [INFO ] [sig       ] [907/3612] Forecasting DAL...
[2025-12-10T20:22:02.728391] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-10T20:22:02.728419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-10T20:22:02.739744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-10T20:22:02.740095] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-10T20:22:02.740869] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-10T20:22:02.740919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:02.740950] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:02.740977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:02.741032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:02.803682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:02.804545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:02.804648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:02.804681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:02.926917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:02.927077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:02.927117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:02.927145] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:02.930619] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-10T20:22:02.930925] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-10T20:22:02.931058] [INFO ] [sig       ] DAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:03.079131] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DAL.txt
[2025-12-10T20:22:03.079313] [INFO ] [sig       ] [907/3612] Completed DAL in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.8m
[2025-12-10T20:22:03.079354] [INFO ] [sig       ] [908/3612] Forecasting DAN...
[2025-12-10T20:22:03.079384] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-10T20:22:03.079413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-10T20:22:03.091079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-10T20:22:03.091362] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-10T20:22:03.092190] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-10T20:22:03.092244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:03.092277] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:03.092304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:03.092359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:03.158795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:03.159667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:03.159749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:03.159784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:03.279018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:03.279151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:03.279188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:03.279216] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:03.282437] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-10T20:22:03.282721] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-10T20:22:03.282841] [INFO ] [sig       ] DAN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:03.424377] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DAN.txt
[2025-12-10T20:22:03.424531] [INFO ] [sig       ] [908/3612] Completed DAN in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:03.424600] [INFO ] [sig       ] [909/3612] Forecasting DAO...
[2025-12-10T20:22:03.424635] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-10T20:22:03.424666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-10T20:22:03.436780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-10T20:22:03.437143] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-10T20:22:03.437978] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-10T20:22:03.438031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:03.438062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:03.438090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:03.438146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:03.497212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:03.498146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:03.498231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:03.498266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:03.625024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:03.625173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:03.625211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:03.625239] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:03.628660] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=34.75%)
[2025-12-10T20:22:03.628935] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-10T20:22:03.629057] [INFO ] [sig       ] DAO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:03.777740] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DAO.txt
[2025-12-10T20:22:03.777866] [INFO ] [sig       ] [909/3612] Completed DAO in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:03.777905] [INFO ] [sig       ] [910/3612] Forecasting DAPP...
[2025-12-10T20:22:03.777934] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-10T20:22:03.777962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-10T20:22:03.789438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-10T20:22:03.789734] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-10T20:22:03.790470] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-10T20:22:03.790521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:03.790552] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:03.790600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:03.790658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:03.847639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:03.848396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:03.848476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:03.848507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:03.967824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:03.967963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:03.968002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:03.968030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:03.971239] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-10T20:22:03.971522] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-10T20:22:03.971656] [INFO ] [sig       ] DAPP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:04.110102] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DAPP.txt
[2025-12-10T20:22:04.110223] [INFO ] [sig       ] [910/3612] Completed DAPP in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:04.110261] [INFO ] [sig       ] [911/3612] Forecasting DARE...
[2025-12-10T20:22:04.110289] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-10T20:22:04.110317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-10T20:22:04.121701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-10T20:22:04.121962] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-10T20:22:04.122715] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-10T20:22:04.122765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:04.122821] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:04.122848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:04.122903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:04.179432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:04.180108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:04.180192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:04.180226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:04.290443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:04.290606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:04.290645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:04.290671] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:04.293906] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-10T20:22:04.294179] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-10T20:22:04.294297] [INFO ] [sig       ] DARE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:04.438507] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DARE.txt
[2025-12-10T20:22:04.438655] [INFO ] [sig       ] [911/3612] Completed DARE in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:04.438695] [INFO ] [sig       ] [912/3612] Forecasting DASH...
[2025-12-10T20:22:04.438724] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-10T20:22:04.438752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-10T20:22:04.451664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-10T20:22:04.451949] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-10T20:22:04.452880] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-10T20:22:04.452929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:04.452959] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:04.452984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:04.453038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:04.510490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:04.511128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:04.511207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:04.511240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:04.636231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:04.636601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:04.636660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:04.636695] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:04.641030] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-10T20:22:04.641398] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-10T20:22:04.641562] [INFO ] [sig       ] DASH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:04.788002] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DASH.txt
[2025-12-10T20:22:04.788176] [INFO ] [sig       ] [912/3612] Completed DASH in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:04.788221] [INFO ] [sig       ] [913/3612] Forecasting DAVA...
[2025-12-10T20:22:04.788252] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-10T20:22:04.788284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-10T20:22:04.799782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-10T20:22:04.800142] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-10T20:22:04.800936] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-10T20:22:04.800987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:04.801021] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:04.801056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:04.801118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:04.860176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:04.861043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:04.861126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:04.861164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:04.988657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:04.988815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:04.988855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:04.988884] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:04.992477] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-10T20:22:04.992792] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-10T20:22:04.992927] [INFO ] [sig       ] DAVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:05.146243] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DAVA.txt
[2025-12-10T20:22:05.146405] [INFO ] [sig       ] [913/3612] Completed DAVA in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:05.146445] [INFO ] [sig       ] [914/3612] Forecasting DAVE...
[2025-12-10T20:22:05.146472] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-10T20:22:05.146502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-10T20:22:05.159244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-10T20:22:05.159825] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-10T20:22:05.160807] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-10T20:22:05.160857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:05.160888] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:05.160914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:05.160969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:05.220646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:05.221637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:05.221730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:05.221763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:05.342229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:05.342387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:05.342424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:05.342488] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:05.345878] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-10T20:22:05.346195] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-10T20:22:05.346341] [INFO ] [sig       ] DAVE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:05.489482] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DAVE.txt
[2025-12-10T20:22:05.489649] [INFO ] [sig       ] [914/3612] Completed DAVE in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:05.489691] [INFO ] [sig       ] [915/3612] Forecasting DAWN...
[2025-12-10T20:22:05.489720] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-10T20:22:05.489749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-10T20:22:05.501292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-10T20:22:05.501678] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-10T20:22:05.502430] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-10T20:22:05.502486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:05.502527] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:05.502560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:05.502643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:05.560743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:05.561634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:05.561717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:05.561750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:05.679803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:05.679960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:05.679998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:05.680025] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:05.683490] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-10T20:22:05.683816] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-10T20:22:05.683951] [INFO ] [sig       ] DAWN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:05.872404] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DAWN.txt
[2025-12-10T20:22:05.872558] [INFO ] [sig       ] [915/3612] Completed DAWN in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:05.872614] [INFO ] [sig       ] [916/3612] Forecasting DB...
[2025-12-10T20:22:05.872646] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-10T20:22:05.872675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-10T20:22:05.884493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-10T20:22:05.884832] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-10T20:22:05.885622] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-10T20:22:05.885675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:05.885739] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:05.885770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:05.885828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:05.944018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:05.944901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:05.944984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:05.945018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:06.072641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:06.072798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:06.072836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:06.072865] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:06.076182] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-10T20:22:06.076456] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-10T20:22:06.076595] [INFO ] [sig       ] DB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:06.221222] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DB.txt
[2025-12-10T20:22:06.221447] [INFO ] [sig       ] [916/3612] Completed DB in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:06.221498] [INFO ] [sig       ] [917/3612] Forecasting DBD...
[2025-12-10T20:22:06.221530] [INFO ] [sig       ] Generating forecast for: DBD
[2025-12-10T20:22:06.221563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-12-10T20:22:06.232463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBD'.
[2025-12-10T20:22:06.232889] [INFO ] [FORECASTER] Starting predict_future for DBD
[2025-12-10T20:22:06.233741] [DEBUG] [LOCAL     ] No optimal features file found for DBD: ./output/feature-sets/DBD.txt
[2025-12-10T20:22:06.233791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:06.233821] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:06.233847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:06.233902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:06.290885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:06.291754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:06.291832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:06.291864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:06.417907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:06.418066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:06.418106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:06.418135] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:06.421564] [DEBUG] [FORECASTER] DBD: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-12-10T20:22:06.421890] [INFO ] [FORECASTER] Completed predict_future for DBD
[2025-12-10T20:22:06.422020] [INFO ] [sig       ] DBD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:06.562204] [INFO ] [LOCAL     ] Saved forecast: DBD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DBD.txt
[2025-12-10T20:22:06.562350] [INFO ] [sig       ] [917/3612] Completed DBD in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:06.562389] [INFO ] [sig       ] [918/3612] Forecasting DBI...
[2025-12-10T20:22:06.562611] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-10T20:22:06.562643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-10T20:22:06.574834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-10T20:22:06.575130] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-10T20:22:06.575887] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-10T20:22:06.575936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:06.575967] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:06.575993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:06.576048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:06.637850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:06.638705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:06.638786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:06.638820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:06.760226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:06.760379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:06.760417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:06.760647] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:06.764122] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2025-12-10T20:22:06.764420] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-10T20:22:06.764549] [INFO ] [sig       ] DBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:06.912894] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DBI.txt
[2025-12-10T20:22:06.913050] [INFO ] [sig       ] [918/3612] Completed DBI in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.7m
[2025-12-10T20:22:06.913092] [INFO ] [sig       ] [919/3612] Forecasting DBL...
[2025-12-10T20:22:06.913121] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-10T20:22:06.913149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-10T20:22:06.925250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-10T20:22:06.925746] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-10T20:22:06.926741] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-10T20:22:06.926800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:06.926833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:06.926861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:06.926919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:06.990097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:06.991173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:06.991255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:06.991288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:07.112675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:07.112835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:07.112873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:07.112903] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:07.116283] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-10T20:22:07.116601] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-10T20:22:07.116735] [INFO ] [sig       ] DBL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:07.264913] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DBL.txt
[2025-12-10T20:22:07.265064] [INFO ] [sig       ] [919/3612] Completed DBL in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:07.265113] [INFO ] [sig       ] [920/3612] Forecasting DBRG...
[2025-12-10T20:22:07.265163] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-10T20:22:07.265211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-10T20:22:07.277560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-10T20:22:07.277971] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-10T20:22:07.278807] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-10T20:22:07.278860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:07.278892] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:07.278920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:07.278977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:07.342108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:07.343002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:07.343085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:07.343118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:07.468064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:07.468213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:07.468256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:07.468284] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:07.472041] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-10T20:22:07.472364] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-10T20:22:07.472498] [INFO ] [sig       ] DBRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:07.619361] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DBRG.txt
[2025-12-10T20:22:07.619511] [INFO ] [sig       ] [920/3612] Completed DBRG in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:07.619590] [INFO ] [sig       ] [921/3612] Forecasting DBX...
[2025-12-10T20:22:07.619627] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-10T20:22:07.619658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-10T20:22:07.631806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-10T20:22:07.632131] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-10T20:22:07.632986] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-10T20:22:07.633039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:07.633071] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:07.633100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:07.633157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:07.701976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:07.702873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:07.702980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:07.703015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:07.831509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:07.831689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:07.831738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:07.831776] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:07.836247] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-10T20:22:07.836591] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-10T20:22:07.836744] [INFO ] [sig       ] DBX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:07.982219] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DBX.txt
[2025-12-10T20:22:07.982385] [INFO ] [sig       ] [921/3612] Completed DBX in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:07.982424] [INFO ] [sig       ] [922/3612] Forecasting DCBO...
[2025-12-10T20:22:07.982454] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-10T20:22:07.982483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-10T20:22:07.996404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-10T20:22:07.997093] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-10T20:22:07.998185] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-10T20:22:07.998242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:07.998273] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:07.998298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:07.998352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:08.058261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:08.059252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:08.059338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:08.059372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:08.184013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:08.184209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:08.184253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:08.184281] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:08.188332] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-10T20:22:08.188661] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-10T20:22:08.188799] [INFO ] [sig       ] DCBO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:08.370986] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DCBO.txt
[2025-12-10T20:22:08.371181] [INFO ] [sig       ] [922/3612] Completed DCBO in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:08.371224] [INFO ] [sig       ] [923/3612] Forecasting DCI...
[2025-12-10T20:22:08.371255] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-10T20:22:08.371285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-10T20:22:08.386021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-10T20:22:08.386500] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-10T20:22:08.387347] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-10T20:22:08.387398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:08.387431] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:08.387456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:08.387511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:08.448020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:08.449063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:08.449188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:08.449241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:08.578161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:08.578329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:08.578369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:08.578444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:08.581901] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-10T20:22:08.582202] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-10T20:22:08.582342] [INFO ] [sig       ] DCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:08.731387] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DCI.txt
[2025-12-10T20:22:08.731558] [INFO ] [sig       ] [923/3612] Completed DCI in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:08.731622] [INFO ] [sig       ] [924/3612] Forecasting DCO...
[2025-12-10T20:22:08.731651] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-10T20:22:08.731680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-10T20:22:08.743553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-10T20:22:08.743971] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-10T20:22:08.744768] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-10T20:22:08.744820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:08.744852] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:08.744877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:08.744932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:08.803006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:08.803919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:08.804018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:08.804064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:08.928459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:08.928633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:08.928673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:08.928702] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:08.932168] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-12-10T20:22:08.932536] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-10T20:22:08.932704] [INFO ] [sig       ] DCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:09.083995] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DCO.txt
[2025-12-10T20:22:09.084209] [INFO ] [sig       ] [924/3612] Completed DCO in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:09.084252] [INFO ] [sig       ] [925/3612] Forecasting DCOM...
[2025-12-10T20:22:09.084283] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-10T20:22:09.084311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-10T20:22:09.098124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-10T20:22:09.098514] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-10T20:22:09.099307] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-10T20:22:09.099360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:09.099391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:09.099416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:09.099689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:09.159199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:09.160118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:09.160225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:09.160256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:09.286740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:09.286901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:09.286941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:09.286970] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:09.290523] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-10T20:22:09.290866] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-10T20:22:09.291008] [INFO ] [sig       ] DCOM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:09.444207] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DCOM.txt
[2025-12-10T20:22:09.444383] [INFO ] [sig       ] [925/3612] Completed DCOM in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.7m
[2025-12-10T20:22:09.444424] [INFO ] [sig       ] [926/3612] Forecasting DCTH...
[2025-12-10T20:22:09.444665] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-10T20:22:09.444696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-10T20:22:09.457802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-10T20:22:09.458233] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-10T20:22:09.459084] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-10T20:22:09.459138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:09.459171] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:09.459197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:09.459252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:09.526641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:09.527724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:09.527832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:09.527871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:09.651770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:09.651928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:09.651967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:09.651994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:09.655637] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-10T20:22:09.655983] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-10T20:22:09.656125] [INFO ] [sig       ] DCTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:09.823722] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DCTH.txt
[2025-12-10T20:22:09.823887] [INFO ] [sig       ] [926/3612] Completed DCTH in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:09.823926] [INFO ] [sig       ] [927/3612] Forecasting DD...
[2025-12-10T20:22:09.823955] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-10T20:22:09.823983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-10T20:22:09.837554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-10T20:22:09.838007] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-10T20:22:09.838856] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-10T20:22:09.838914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:09.838950] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:09.838978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:09.839050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:09.895986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:09.896891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:09.896992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:09.897024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:10.023758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:10.023924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:10.023966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:10.023996] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:10.027563] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-10T20:22:10.027943] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-10T20:22:10.028101] [INFO ] [sig       ] DD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:10.176762] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DD.txt
[2025-12-10T20:22:10.176923] [INFO ] [sig       ] [927/3612] Completed DD in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:10.176963] [INFO ] [sig       ] [928/3612] Forecasting DDD...
[2025-12-10T20:22:10.176991] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-10T20:22:10.177020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-10T20:22:10.193409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-10T20:22:10.194010] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-10T20:22:10.194994] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-10T20:22:10.195047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:10.195119] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:10.195148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:10.195205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:10.259449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:10.260654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:10.260760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:10.260793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:10.389621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:10.389859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:10.389906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:10.389934] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:10.394130] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-10T20:22:10.394446] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-10T20:22:10.394601] [INFO ] [sig       ] DDD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:10.546190] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DDD.txt
[2025-12-10T20:22:10.546428] [INFO ] [sig       ] [928/3612] Completed DDD in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:10.546478] [INFO ] [sig       ] [929/3612] Forecasting DDI...
[2025-12-10T20:22:10.546511] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-10T20:22:10.546543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-10T20:22:10.559825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-10T20:22:10.560276] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-10T20:22:10.561241] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-10T20:22:10.561309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:10.561344] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:10.561370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:10.561427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:10.632341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:10.633392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:10.633482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:10.633515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:10.763636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:10.763798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:10.763837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:10.763864] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:10.767357] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-10T20:22:10.767848] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-10T20:22:10.767971] [INFO ] [sig       ] DDI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:10.916282] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DDI.txt
[2025-12-10T20:22:10.916441] [INFO ] [sig       ] [929/3612] Completed DDI in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:10.916483] [INFO ] [sig       ] [930/3612] Forecasting DDL...
[2025-12-10T20:22:10.916512] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-10T20:22:10.916541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-10T20:22:10.928893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-10T20:22:10.929259] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-10T20:22:10.930051] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-10T20:22:10.930101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:10.930133] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:10.930159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:10.930213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:10.987905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:10.988814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:10.988898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:10.988928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:11.108023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:11.108178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:11.108215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:11.108242] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:11.111617] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=52.20%)
[2025-12-10T20:22:11.111906] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-10T20:22:11.112029] [INFO ] [sig       ] DDL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:11.253153] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DDL.txt
[2025-12-10T20:22:11.253308] [INFO ] [sig       ] [930/3612] Completed DDL in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:11.253347] [INFO ] [sig       ] [931/3612] Forecasting DDOG...
[2025-12-10T20:22:11.253377] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-10T20:22:11.253406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-10T20:22:11.265534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-10T20:22:11.265924] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-10T20:22:11.266737] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-10T20:22:11.266789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:11.266820] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:11.266845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:11.266900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:11.326264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:11.327230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:11.327321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:11.327352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:11.452779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:11.452928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:11.452967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:11.452994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:11.456458] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-12-10T20:22:11.456751] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-10T20:22:11.456874] [INFO ] [sig       ] DDOG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:11.603191] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DDOG.txt
[2025-12-10T20:22:11.603334] [INFO ] [sig       ] [931/3612] Completed DDOG in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:11.603375] [INFO ] [sig       ] [932/3612] Forecasting DDS...
[2025-12-10T20:22:11.603611] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-10T20:22:11.603643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-10T20:22:11.616476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-10T20:22:11.616979] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-10T20:22:11.617919] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-10T20:22:11.617980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:11.618017] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:11.618043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:11.618099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:11.678299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:11.678996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:11.679073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:11.679105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:11.802914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:11.803063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:11.803114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:11.803148] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:11.806535] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-12-10T20:22:11.806826] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-10T20:22:11.806947] [INFO ] [sig       ] DDS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:11.950041] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DDS.txt
[2025-12-10T20:22:11.950183] [INFO ] [sig       ] [932/3612] Completed DDS in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:11.950228] [INFO ] [sig       ] [933/3612] Forecasting DE...
[2025-12-10T20:22:11.950257] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-10T20:22:11.950284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-10T20:22:11.961622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-10T20:22:11.961950] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-10T20:22:11.962712] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-10T20:22:11.962762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:11.962792] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:11.962817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:11.962872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:12.020475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:12.021319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:12.021405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:12.021437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:12.146858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:12.147030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:12.147072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:12.147099] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:12.150595] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2025-12-10T20:22:12.150904] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-10T20:22:12.151036] [INFO ] [sig       ] DE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:12.292818] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DE.txt
[2025-12-10T20:22:12.292976] [INFO ] [sig       ] [933/3612] Completed DE in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:12.293015] [INFO ] [sig       ] [934/3612] Forecasting DEA...
[2025-12-10T20:22:12.293043] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-10T20:22:12.293073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-10T20:22:12.305223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-10T20:22:12.305661] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-10T20:22:12.306538] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-10T20:22:12.306617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:12.306661] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:12.306694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:12.306751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:12.364770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:12.365663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:12.365763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:12.365797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:12.487124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:12.487285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:12.487326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:12.487354] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:12.490828] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-12-10T20:22:12.491163] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-10T20:22:12.491313] [INFO ] [sig       ] DEA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:12.635984] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DEA.txt
[2025-12-10T20:22:12.636148] [INFO ] [sig       ] [934/3612] Completed DEA in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:12.636189] [INFO ] [sig       ] [935/3612] Forecasting DECK...
[2025-12-10T20:22:12.636217] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-10T20:22:12.636246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-10T20:22:12.648566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-10T20:22:12.649063] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-10T20:22:12.650123] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-10T20:22:12.650187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:12.650233] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:12.650274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:12.650359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:12.709104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:12.710006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:12.710106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:12.710140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:12.831244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:12.831366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:12.831406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:12.831434] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:12.834910] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-10T20:22:12.835187] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-10T20:22:12.835311] [INFO ] [sig       ] DECK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:12.976410] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DECK.txt
[2025-12-10T20:22:12.976588] [INFO ] [sig       ] [935/3612] Completed DECK in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.6m
[2025-12-10T20:22:12.976632] [INFO ] [sig       ] [936/3612] Forecasting DEI...
[2025-12-10T20:22:12.976662] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-10T20:22:12.976692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-10T20:22:12.988757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-10T20:22:12.989136] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-10T20:22:12.989996] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-10T20:22:12.990048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:12.990081] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:12.990107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:12.990163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:13.050218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:13.051101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:13.051190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:13.051223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:13.179206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:13.179363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:13.179431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:13.179464] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:13.183154] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-10T20:22:13.183468] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-10T20:22:13.183621] [INFO ] [sig       ] DEI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:13.338311] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DEI.txt
[2025-12-10T20:22:13.338472] [INFO ] [sig       ] [936/3612] Completed DEI in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:13.338513] [INFO ] [sig       ] [937/3612] Forecasting DELL...
[2025-12-10T20:22:13.338543] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-10T20:22:13.338589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-10T20:22:13.351347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-10T20:22:13.351921] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-10T20:22:13.352762] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-10T20:22:13.352813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:13.352844] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:13.352870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:13.352926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:13.417101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:13.418037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:13.418132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:13.418178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:13.541753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:13.541904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:13.541942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:13.541969] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:13.545724] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-10T20:22:13.545993] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-10T20:22:13.546114] [INFO ] [sig       ] DELL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:13.690639] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DELL.txt
[2025-12-10T20:22:13.690765] [INFO ] [sig       ] [937/3612] Completed DELL in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:13.690802] [INFO ] [sig       ] [938/3612] Forecasting DENN...
[2025-12-10T20:22:13.690830] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-10T20:22:13.690858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-10T20:22:13.702251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-10T20:22:13.702553] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-10T20:22:13.703748] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-10T20:22:13.703798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:13.703828] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:13.703853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:13.703913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:13.762748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:13.763363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:13.763451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:13.763482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:13.886300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:13.886429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:13.886465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:13.886493] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:13.890010] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-10T20:22:13.890275] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-10T20:22:13.890393] [INFO ] [sig       ] DENN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:14.045139] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DENN.txt
[2025-12-10T20:22:14.045295] [INFO ] [sig       ] [938/3612] Completed DENN in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:14.045341] [INFO ] [sig       ] [939/3612] Forecasting DEO...
[2025-12-10T20:22:14.045369] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-10T20:22:14.045398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-10T20:22:14.058544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-10T20:22:14.058984] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-10T20:22:14.059864] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-10T20:22:14.059921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:14.059966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:14.059997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:14.060055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:14.121774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:14.122618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:14.122701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:14.122733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:14.248098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:14.248234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:14.248280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:14.248326] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:14.251765] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2025-12-10T20:22:14.252038] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-10T20:22:14.252161] [INFO ] [sig       ] DEO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:14.396343] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DEO.txt
[2025-12-10T20:22:14.396477] [INFO ] [sig       ] [939/3612] Completed DEO in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:14.396521] [INFO ] [sig       ] [940/3612] Forecasting DERM...
[2025-12-10T20:22:14.396549] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-10T20:22:14.396592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-10T20:22:14.407660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-10T20:22:14.407954] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-10T20:22:14.408744] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-10T20:22:14.408793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:14.408850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:14.408879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:14.408936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:14.465159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:14.465879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:14.465959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:14.465991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:14.588083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:14.588224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:14.588261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:14.588289] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:14.591666] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-12-10T20:22:14.591970] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-10T20:22:14.592106] [INFO ] [sig       ] DERM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:14.738209] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DERM.txt
[2025-12-10T20:22:14.738333] [INFO ] [sig       ] [940/3612] Completed DERM in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:14.738404] [INFO ] [sig       ] [941/3612] Forecasting DFGP...
[2025-12-10T20:22:14.738439] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-10T20:22:14.738474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-10T20:22:14.750405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-10T20:22:14.750903] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-10T20:22:14.751686] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-10T20:22:14.751738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:14.751770] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:14.751797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:14.751855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:14.813413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:14.814253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:14.814333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:14.814364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:14.939409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:14.939555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:14.939614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:14.939644] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:14.943141] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-10T20:22:14.943430] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-10T20:22:14.943555] [INFO ] [sig       ] DFGP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:15.090584] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DFGP.txt
[2025-12-10T20:22:15.090735] [INFO ] [sig       ] [941/3612] Completed DFGP in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:15.090804] [INFO ] [sig       ] [942/3612] Forecasting DFGX...
[2025-12-10T20:22:15.090849] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-10T20:22:15.090883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-10T20:22:15.101868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-10T20:22:15.102200] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-10T20:22:15.103005] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-10T20:22:15.103056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:15.103088] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:15.103115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:15.103170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:15.161804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:15.162692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:15.162774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:15.162807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:15.287081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:15.287222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:15.287261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:15.287290] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:15.290724] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-10T20:22:15.290993] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-10T20:22:15.291114] [INFO ] [sig       ] DFGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:15.434717] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DFGX.txt
[2025-12-10T20:22:15.434833] [INFO ] [sig       ] [942/3612] Completed DFGX in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.6m
[2025-12-10T20:22:15.434872] [INFO ] [sig       ] [943/3612] Forecasting DFH...
[2025-12-10T20:22:15.434900] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-10T20:22:15.434929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-10T20:22:15.446155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-10T20:22:15.446440] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-10T20:22:15.447213] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-10T20:22:15.447262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:15.447292] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:15.447318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:15.447372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:15.506623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:15.507295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:15.507382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:15.507415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:15.625540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:15.625682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:15.625719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:15.625746] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:15.628984] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-12-10T20:22:15.629258] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-10T20:22:15.629380] [INFO ] [sig       ] DFH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:15.768110] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DFH.txt
[2025-12-10T20:22:15.768222] [INFO ] [sig       ] [943/3612] Completed DFH in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:15.768259] [INFO ] [sig       ] [944/3612] Forecasting DFIN...
[2025-12-10T20:22:15.768294] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-10T20:22:15.768323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-10T20:22:15.779329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-10T20:22:15.779644] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-10T20:22:15.780386] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-10T20:22:15.780437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:15.780467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:15.780493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:15.780553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:15.836652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:15.837265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:15.837341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:15.837372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:15.953933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:15.954057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:15.954094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:15.954121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:15.957303] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-10T20:22:15.957587] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-10T20:22:15.957725] [INFO ] [sig       ] DFIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:16.095171] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DFIN.txt
[2025-12-10T20:22:16.095293] [INFO ] [sig       ] [944/3612] Completed DFIN in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:16.095331] [INFO ] [sig       ] [945/3612] Forecasting DFP...
[2025-12-10T20:22:16.095359] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-10T20:22:16.095388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-10T20:22:16.106107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-10T20:22:16.106393] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-10T20:22:16.107180] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-10T20:22:16.107231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:16.107263] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:16.107316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:16.107375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:16.163683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:16.164414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:16.164495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:16.164527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:16.287217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:16.287376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:16.287425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:16.287455] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:16.291105] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-10T20:22:16.291385] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-10T20:22:16.291505] [INFO ] [sig       ] DFP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:16.433546] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DFP.txt
[2025-12-10T20:22:16.433677] [INFO ] [sig       ] [945/3612] Completed DFP in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:16.433715] [INFO ] [sig       ] [946/3612] Forecasting DG...
[2025-12-10T20:22:16.433743] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-10T20:22:16.433771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-10T20:22:16.445296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-10T20:22:16.445614] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-10T20:22:16.446354] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-10T20:22:16.446404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:16.446433] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:16.446458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:16.446513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:16.503619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:16.504415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:16.504497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:16.504529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:16.626982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:16.627108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:16.627145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:16.627173] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:16.630393] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-12-10T20:22:16.630677] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-10T20:22:16.630794] [INFO ] [sig       ] DG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:16.772039] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DG.txt
[2025-12-10T20:22:16.772147] [INFO ] [sig       ] [946/3612] Completed DG in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:16.772185] [INFO ] [sig       ] [947/3612] Forecasting DGCB...
[2025-12-10T20:22:16.772219] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-10T20:22:16.772248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-10T20:22:16.783078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-10T20:22:16.783355] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-10T20:22:16.784306] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-10T20:22:16.784355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:16.784385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:16.784410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:16.784465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:16.841563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:16.842187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:16.842263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:16.842294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:16.971506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:16.971672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:16.971715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:16.971758] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:16.975121] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-10T20:22:16.975394] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-10T20:22:16.975526] [INFO ] [sig       ] DGCB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:17.115723] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DGCB.txt
[2025-12-10T20:22:17.115835] [INFO ] [sig       ] [947/3612] Completed DGCB in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:17.115872] [INFO ] [sig       ] [948/3612] Forecasting DGICA...
[2025-12-10T20:22:17.115900] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-10T20:22:17.115928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-10T20:22:17.127114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-10T20:22:17.127401] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-10T20:22:17.128177] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-10T20:22:17.128225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:17.128255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:17.128280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:17.128334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:17.186459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:17.187107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:17.187183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:17.187214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:17.311848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:17.311990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:17.312028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:17.312054] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:17.316070] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-12-10T20:22:17.316339] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-10T20:22:17.316459] [INFO ] [sig       ] DGICA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:17.455844] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DGICA.txt
[2025-12-10T20:22:17.455958] [INFO ] [sig       ] [948/3612] Completed DGICA in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:17.455996] [INFO ] [sig       ] [949/3612] Forecasting DGII...
[2025-12-10T20:22:17.456024] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-10T20:22:17.456053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-10T20:22:17.467244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-10T20:22:17.467516] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-10T20:22:17.468286] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-10T20:22:17.468334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:17.468364] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:17.468388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:17.468442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:17.526770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:17.527359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:17.527434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:17.527464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:17.651056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:17.651183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:17.651220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:17.651247] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:17.654630] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-10T20:22:17.654890] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-10T20:22:17.655009] [INFO ] [sig       ] DGII: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:17.801564] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DGII.txt
[2025-12-10T20:22:17.801885] [INFO ] [sig       ] [949/3612] Completed DGII in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:17.801922] [INFO ] [sig       ] [950/3612] Forecasting DGLY...
[2025-12-10T20:22:17.801950] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-10T20:22:17.801978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-10T20:22:17.813083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-10T20:22:17.813395] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-10T20:22:17.814181] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-10T20:22:17.814236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:17.814268] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:17.814295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:17.814352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:17.873299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:17.873977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:17.874053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:17.874084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:18.007145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:18.007319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:18.007362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:18.007390] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:18.011646] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-10T20:22:18.012144] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-10T20:22:18.012281] [INFO ] [sig       ] DGLY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:18.161126] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DGLY.txt
[2025-12-10T20:22:18.161293] [INFO ] [sig       ] [950/3612] Completed DGLY in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:18.161335] [INFO ] [sig       ] [951/3612] Forecasting DGRE...
[2025-12-10T20:22:18.161365] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-10T20:22:18.161395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-10T20:22:18.174169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-10T20:22:18.174587] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-10T20:22:18.175392] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-10T20:22:18.175444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:18.175477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:18.175503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:18.175601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:18.236283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:18.237411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:18.237497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:18.237531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:18.350195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:18.350356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:18.350394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:18.350423] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:18.353755] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-12-10T20:22:18.354028] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-10T20:22:18.354149] [INFO ] [sig       ] DGRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:18.502783] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DGRE.txt
[2025-12-10T20:22:18.502933] [INFO ] [sig       ] [951/3612] Completed DGRE in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:18.502974] [INFO ] [sig       ] [952/3612] Forecasting DGRS...
[2025-12-10T20:22:18.503002] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-10T20:22:18.503030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-10T20:22:18.515005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-10T20:22:18.515372] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-10T20:22:18.516147] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-10T20:22:18.516196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:18.516227] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:18.516253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:18.516308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:18.574722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:18.575548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:18.575653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:18.575685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:18.702671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:18.702830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:18.702868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:18.702897] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:18.706268] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-10T20:22:18.706556] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-10T20:22:18.706708] [INFO ] [sig       ] DGRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:18.856619] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DGRS.txt
[2025-12-10T20:22:18.856789] [INFO ] [sig       ] [952/3612] Completed DGRS in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.5m
[2025-12-10T20:22:18.856829] [INFO ] [sig       ] [953/3612] Forecasting DGX...
[2025-12-10T20:22:18.856856] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-10T20:22:18.856884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-10T20:22:18.868846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-10T20:22:18.869192] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-10T20:22:18.869970] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-10T20:22:18.870032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:18.870064] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:18.870090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:18.870145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:18.926142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:18.926894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:18.926975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:18.927008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:19.061822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:19.061975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:19.062016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:19.062043] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:19.065362] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-10T20:22:19.065661] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-10T20:22:19.065789] [INFO ] [sig       ] DGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:19.218776] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DGX.txt
[2025-12-10T20:22:19.218908] [INFO ] [sig       ] [953/3612] Completed DGX in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:19.218946] [INFO ] [sig       ] [954/3612] Forecasting DH...
[2025-12-10T20:22:19.218974] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-10T20:22:19.219002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-10T20:22:19.230387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-10T20:22:19.230720] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-10T20:22:19.231463] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-10T20:22:19.231512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:19.231542] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:19.231567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:19.231644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:19.290955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:19.291809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:19.291893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:19.291926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:19.417342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:19.417494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:19.417534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:19.417562] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:19.421132] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-10T20:22:19.421408] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-10T20:22:19.421538] [INFO ] [sig       ] DH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:19.563021] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DH.txt
[2025-12-10T20:22:19.563169] [INFO ] [sig       ] [954/3612] Completed DH in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:19.563209] [INFO ] [sig       ] [955/3612] Forecasting DHC...
[2025-12-10T20:22:19.563236] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-10T20:22:19.563264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-10T20:22:19.575246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-10T20:22:19.575605] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-10T20:22:19.576353] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-10T20:22:19.576402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:19.576433] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:19.576460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:19.576515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:19.633627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:19.634321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:19.634399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:19.634472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:19.753805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:19.753952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:19.753990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:19.754019] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:19.757315] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-10T20:22:19.757602] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-10T20:22:19.757754] [INFO ] [sig       ] DHC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:19.900159] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DHC.txt
[2025-12-10T20:22:19.900286] [INFO ] [sig       ] [955/3612] Completed DHC in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:19.900326] [INFO ] [sig       ] [956/3612] Forecasting DHF...
[2025-12-10T20:22:19.900354] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-10T20:22:19.900382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-10T20:22:19.913488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-10T20:22:19.914077] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-10T20:22:19.915123] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-10T20:22:19.915177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:19.915209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:19.915235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:19.915292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:19.979938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:19.980961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:19.981046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:19.981078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:20.103672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:20.103836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:20.103877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:20.103907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:20.107510] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-10T20:22:20.107848] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-10T20:22:20.107981] [INFO ] [sig       ] DHF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:20.263217] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DHF.txt
[2025-12-10T20:22:20.263366] [INFO ] [sig       ] [956/3612] Completed DHF in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:20.263412] [INFO ] [sig       ] [957/3612] Forecasting DHI...
[2025-12-10T20:22:20.263448] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-10T20:22:20.263500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-10T20:22:20.275771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-10T20:22:20.276112] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-10T20:22:20.276943] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-10T20:22:20.276994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:20.277025] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:20.277052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:20.277107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:20.338541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:20.339499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:20.339613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:20.339649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:20.481287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:20.481476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:20.481518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:20.481544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:20.485427] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-12-10T20:22:20.485746] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-10T20:22:20.485882] [INFO ] [sig       ] DHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:20.636926] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DHI.txt
[2025-12-10T20:22:20.637085] [INFO ] [sig       ] [957/3612] Completed DHI in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:20.637126] [INFO ] [sig       ] [958/3612] Forecasting DHIL...
[2025-12-10T20:22:20.637154] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-10T20:22:20.637183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-10T20:22:20.649111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-10T20:22:20.649474] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-10T20:22:20.650469] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-10T20:22:20.650518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:20.650548] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:20.650592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:20.650650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:20.710885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:20.711746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:20.711829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:20.711862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:20.828125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:20.828287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:20.828330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:20.828360] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:20.831753] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-10T20:22:20.832054] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-10T20:22:20.832184] [INFO ] [sig       ] DHIL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:20.972675] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DHIL.txt
[2025-12-10T20:22:20.972865] [INFO ] [sig       ] [958/3612] Completed DHIL in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:20.972907] [INFO ] [sig       ] [959/3612] Forecasting DHX...
[2025-12-10T20:22:20.972934] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-10T20:22:20.972963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-10T20:22:20.984385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-10T20:22:20.984808] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-10T20:22:20.985560] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-10T20:22:20.985635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:20.985667] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:20.985693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:20.985748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:21.043395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:21.044271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:21.044353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:21.044385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:21.168405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:21.168600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:21.168649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:21.168678] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:21.172112] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-12-10T20:22:21.172408] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-10T20:22:21.172541] [INFO ] [sig       ] DHX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:21.316045] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DHX.txt
[2025-12-10T20:22:21.316195] [INFO ] [sig       ] [959/3612] Completed DHX in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.5m
[2025-12-10T20:22:21.316235] [INFO ] [sig       ] [960/3612] Forecasting DIBS...
[2025-12-10T20:22:21.316263] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-10T20:22:21.316291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-10T20:22:21.328565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-10T20:22:21.328959] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-10T20:22:21.329730] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-10T20:22:21.329779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:21.329809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:21.329835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:21.330085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:21.393459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:21.394351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:21.394439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:21.394471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:21.522216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:21.522372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:21.522428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:21.522456] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:21.525966] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-12-10T20:22:21.526263] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-10T20:22:21.526388] [INFO ] [sig       ] DIBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:21.669556] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DIBS.txt
[2025-12-10T20:22:21.669725] [INFO ] [sig       ] [960/3612] Completed DIBS in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:21.669765] [INFO ] [sig       ] [961/3612] Forecasting DIN...
[2025-12-10T20:22:21.669794] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-10T20:22:21.669822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-10T20:22:21.681690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-10T20:22:21.682020] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-10T20:22:21.682797] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-10T20:22:21.682847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:21.682879] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:21.682905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:21.682959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:21.738275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:21.739063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:21.739146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:21.739178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:21.876792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:21.876963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:21.877004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:21.877032] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:21.880539] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-10T20:22:21.880836] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-10T20:22:21.880963] [INFO ] [sig       ] DIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:22.037673] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DIN.txt
[2025-12-10T20:22:22.037830] [INFO ] [sig       ] [961/3612] Completed DIN in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:22.037870] [INFO ] [sig       ] [962/3612] Forecasting DINO...
[2025-12-10T20:22:22.037898] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-10T20:22:22.037927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-10T20:22:22.049713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-10T20:22:22.050019] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-10T20:22:22.050802] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-10T20:22:22.050853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:22.050926] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:22.050957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:22.051014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:22.108409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:22.109171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:22.109250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:22.109282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:22.229442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:22.229613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:22.229653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:22.229679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:22.233035] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-10T20:22:22.233302] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-10T20:22:22.233422] [INFO ] [sig       ] DINO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:22.370418] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DINO.txt
[2025-12-10T20:22:22.370549] [INFO ] [sig       ] [962/3612] Completed DINO in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:22.370610] [INFO ] [sig       ] [963/3612] Forecasting DIOD...
[2025-12-10T20:22:22.370639] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-10T20:22:22.370668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-10T20:22:22.383044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-10T20:22:22.383463] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-10T20:22:22.384290] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-10T20:22:22.384342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:22.384374] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:22.384400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:22.384456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:22.442939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:22.443822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:22.443906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:22.443939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:22.573517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:22.573721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:22.573762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:22.573789] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:22.577656] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-10T20:22:22.577995] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-10T20:22:22.578134] [INFO ] [sig       ] DIOD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:22.729727] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DIOD.txt
[2025-12-10T20:22:22.729890] [INFO ] [sig       ] [963/3612] Completed DIOD in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:22.729929] [INFO ] [sig       ] [964/3612] Forecasting DIS...
[2025-12-10T20:22:22.729957] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-10T20:22:22.729985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-10T20:22:22.743221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-10T20:22:22.743668] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-10T20:22:22.744496] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-10T20:22:22.744549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:22.744633] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:22.744664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:22.744720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:22.818123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:22.819383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:22.819503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:22.819558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:22.986380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:22.986603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:22.986664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:22.986708] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:22.992053] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-10T20:22:22.992591] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-10T20:22:22.992797] [INFO ] [sig       ] DIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:23.202667] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DIS.txt
[2025-12-10T20:22:23.202907] [INFO ] [sig       ] [964/3612] Completed DIS in 0.5s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:23.202953] [INFO ] [sig       ] [965/3612] Forecasting DJCO...
[2025-12-10T20:22:23.202991] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-10T20:22:23.203026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-10T20:22:23.220399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-10T20:22:23.220964] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-10T20:22:23.222283] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-10T20:22:23.222371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:23.222424] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:23.222468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:23.222556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:23.292040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:23.293050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:23.293152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:23.293189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:23.464662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:23.464888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:23.464945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:23.465030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:23.469773] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-10T20:22:23.470235] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-10T20:22:23.470396] [INFO ] [sig       ] DJCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:23.656826] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DJCO.txt
[2025-12-10T20:22:23.656992] [INFO ] [sig       ] [965/3612] Completed DJCO in 0.5s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:23.657033] [INFO ] [sig       ] [966/3612] Forecasting DK...
[2025-12-10T20:22:23.657062] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-10T20:22:23.657091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-10T20:22:23.672683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-10T20:22:23.673230] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-10T20:22:23.674563] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-10T20:22:23.674720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:23.674763] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:23.674798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:23.674883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:23.737557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:23.738651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:23.738743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:23.738776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:23.869858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:23.870018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:23.870057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:23.870084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:23.874356] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-12-10T20:22:23.874819] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-10T20:22:23.874980] [INFO ] [sig       ] DK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:24.028673] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DK.txt
[2025-12-10T20:22:24.028836] [INFO ] [sig       ] [966/3612] Completed DK in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:24.028877] [INFO ] [sig       ] [967/3612] Forecasting DKL...
[2025-12-10T20:22:24.028907] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-10T20:22:24.028937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-10T20:22:24.041369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-10T20:22:24.041799] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-10T20:22:24.042640] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-10T20:22:24.042695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:24.042727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:24.042753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:24.042810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:24.105783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:24.106730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:24.106819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:24.106854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:24.236691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:24.236856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:24.236895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:24.236924] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:24.240794] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-10T20:22:24.241184] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-10T20:22:24.241329] [INFO ] [sig       ] DKL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:24.403825] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DKL.txt
[2025-12-10T20:22:24.403984] [INFO ] [sig       ] [967/3612] Completed DKL in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:24.404025] [INFO ] [sig       ] [968/3612] Forecasting DKNG...
[2025-12-10T20:22:24.404059] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-10T20:22:24.404090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-10T20:22:24.418283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-10T20:22:24.418770] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-10T20:22:24.419767] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-10T20:22:24.419819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:24.419851] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:24.419877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:24.419948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:24.479270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:24.480591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:24.480705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:24.480738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:24.601084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:24.601303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:24.601347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:24.601378] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:24.605635] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-10T20:22:24.606108] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-10T20:22:24.606319] [INFO ] [sig       ] DKNG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:24.759942] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DKNG.txt
[2025-12-10T20:22:24.760150] [INFO ] [sig       ] [968/3612] Completed DKNG in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:24.760204] [INFO ] [sig       ] [969/3612] Forecasting DKS...
[2025-12-10T20:22:24.760234] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-10T20:22:24.760263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-10T20:22:24.773473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-10T20:22:24.774075] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-10T20:22:24.775298] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-10T20:22:24.775377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:24.775410] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:24.775436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:24.775494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:24.833054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:24.833966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:24.834054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:24.834086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:24.963309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:24.963464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:24.963506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:24.963535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:24.967124] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-10T20:22:24.967407] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-10T20:22:24.967532] [INFO ] [sig       ] DKS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:25.115767] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DKS.txt
[2025-12-10T20:22:25.115925] [INFO ] [sig       ] [969/3612] Completed DKS in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.4m
[2025-12-10T20:22:25.115966] [INFO ] [sig       ] [970/3612] Forecasting DLB...
[2025-12-10T20:22:25.115994] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-10T20:22:25.116022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-10T20:22:25.128143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-10T20:22:25.128607] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-10T20:22:25.129549] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-10T20:22:25.129657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:25.129691] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:25.129734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:25.129793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:25.188061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:25.188963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:25.189046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:25.189078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:25.312654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:25.312810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:25.312848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:25.312875] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:25.316205] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-10T20:22:25.316491] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-10T20:22:25.316632] [INFO ] [sig       ] DLB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:25.458442] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DLB.txt
[2025-12-10T20:22:25.458628] [INFO ] [sig       ] [970/3612] Completed DLB in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:25.458680] [INFO ] [sig       ] [971/3612] Forecasting DLHC...
[2025-12-10T20:22:25.458715] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-10T20:22:25.458751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-10T20:22:25.470989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-10T20:22:25.471422] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-10T20:22:25.472297] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-10T20:22:25.472350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:25.472382] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:25.472408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:25.472464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:25.532762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:25.533659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:25.533750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:25.533788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:25.664176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:25.664351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:25.664392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:25.664437] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:25.668861] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-10T20:22:25.669457] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-10T20:22:25.669622] [INFO ] [sig       ] DLHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:25.833621] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DLHC.txt
[2025-12-10T20:22:25.833796] [INFO ] [sig       ] [971/3612] Completed DLHC in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:25.833836] [INFO ] [sig       ] [972/3612] Forecasting DLNG...
[2025-12-10T20:22:25.833867] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-10T20:22:25.833901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-10T20:22:25.846152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-10T20:22:25.846552] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-10T20:22:25.847444] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-10T20:22:25.847495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:25.847526] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:25.847554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:25.847653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:25.907609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:25.908515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:25.908651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:25.908687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:26.027458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:26.027631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:26.027671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:26.027699] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:26.031005] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-10T20:22:26.031281] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-10T20:22:26.031407] [INFO ] [sig       ] DLNG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:26.176243] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DLNG.txt
[2025-12-10T20:22:26.176397] [INFO ] [sig       ] [972/3612] Completed DLNG in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:26.176437] [INFO ] [sig       ] [973/3612] Forecasting DLO...
[2025-12-10T20:22:26.176467] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-10T20:22:26.176497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-10T20:22:26.189741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-10T20:22:26.190103] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-10T20:22:26.191074] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-10T20:22:26.191124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:26.191155] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:26.191181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:26.191240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:26.248317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:26.249194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:26.249278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:26.249309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:26.366297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:26.366443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:26.366482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:26.366508] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:26.369855] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-10T20:22:26.370148] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-10T20:22:26.370281] [INFO ] [sig       ] DLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:26.510033] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DLO.txt
[2025-12-10T20:22:26.510194] [INFO ] [sig       ] [973/3612] Completed DLO in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:26.510234] [INFO ] [sig       ] [974/3612] Forecasting DLPN...
[2025-12-10T20:22:26.510262] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-10T20:22:26.510291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-10T20:22:26.521273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-10T20:22:26.521667] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-10T20:22:26.522433] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-10T20:22:26.522483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:26.522513] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:26.522539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:26.522611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:26.582760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:26.583725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:26.583818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:26.583851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:26.700470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:26.700640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:26.700683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:26.700711] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:26.704368] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-12-10T20:22:26.704686] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-10T20:22:26.704824] [INFO ] [sig       ] DLPN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:26.854641] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DLPN.txt
[2025-12-10T20:22:26.854800] [INFO ] [sig       ] [974/3612] Completed DLPN in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:26.854856] [INFO ] [sig       ] [975/3612] Forecasting DLTH...
[2025-12-10T20:22:26.854887] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-10T20:22:26.854916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-10T20:22:26.866321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-10T20:22:26.866708] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-10T20:22:26.867463] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-10T20:22:26.867512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:26.867543] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:26.867585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:26.867656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:26.923714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:26.924564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:26.924667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:26.924701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:27.046980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:27.047128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:27.047166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:27.047194] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:27.050507] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-10T20:22:27.050789] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-10T20:22:27.050909] [INFO ] [sig       ] DLTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:27.187920] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DLTH.txt
[2025-12-10T20:22:27.188047] [INFO ] [sig       ] [975/3612] Completed DLTH in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:27.188086] [INFO ] [sig       ] [976/3612] Forecasting DLX...
[2025-12-10T20:22:27.188114] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-10T20:22:27.188142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-10T20:22:27.199260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-10T20:22:27.199514] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-10T20:22:27.200257] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-10T20:22:27.200307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:27.200337] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:27.200363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:27.200417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:27.258494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:27.259087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:27.259160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:27.259191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:27.375125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:27.375207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:27.375240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:27.375267] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:27.378229] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-10T20:22:27.378484] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-10T20:22:27.378616] [INFO ] [sig       ] DLX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:27.515633] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DLX.txt
[2025-12-10T20:22:27.515736] [INFO ] [sig       ] [976/3612] Completed DLX in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:27.515771] [INFO ] [sig       ] [977/3612] Forecasting DLY...
[2025-12-10T20:22:27.515799] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-10T20:22:27.515827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-10T20:22:27.529502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-10T20:22:27.529838] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-10T20:22:27.530636] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-10T20:22:27.530702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:27.530733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:27.530758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:27.530812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:27.588333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:27.589237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:27.589317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:27.589348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:27.710660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:27.710810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:27.710849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:27.710876] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:27.714192] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-10T20:22:27.714470] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-10T20:22:27.714611] [INFO ] [sig       ] DLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:27.861321] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DLY.txt
[2025-12-10T20:22:27.861484] [INFO ] [sig       ] [977/3612] Completed DLY in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:27.861526] [INFO ] [sig       ] [978/3612] Forecasting DMAC...
[2025-12-10T20:22:27.861556] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-10T20:22:27.861604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-10T20:22:27.874000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-10T20:22:27.874394] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-10T20:22:27.875211] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-10T20:22:27.875265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:27.875297] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:27.875322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:27.875378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:27.935111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:27.936019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:27.936106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:27.936139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:28.062467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:28.062640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:28.062681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:28.062711] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:28.066002] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-12-10T20:22:28.066287] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-10T20:22:28.066418] [INFO ] [sig       ] DMAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:28.208364] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DMAC.txt
[2025-12-10T20:22:28.208520] [INFO ] [sig       ] [978/3612] Completed DMAC in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.4m
[2025-12-10T20:22:28.208559] [INFO ] [sig       ] [979/3612] Forecasting DMB...
[2025-12-10T20:22:28.208610] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-10T20:22:28.208641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-10T20:22:28.220481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-10T20:22:28.220919] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-10T20:22:28.221717] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-10T20:22:28.221774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:28.221835] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:28.221862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:28.221919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:28.279012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:28.279863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:28.279943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:28.279977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:28.400349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:28.400495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:28.400535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:28.400563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:28.403923] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-10T20:22:28.404201] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-10T20:22:28.404326] [INFO ] [sig       ] DMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:28.544241] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DMB.txt
[2025-12-10T20:22:28.544381] [INFO ] [sig       ] [979/3612] Completed DMB in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:28.544420] [INFO ] [sig       ] [980/3612] Forecasting DMLP...
[2025-12-10T20:22:28.544450] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-10T20:22:28.544478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-10T20:22:28.555733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-10T20:22:28.556064] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-10T20:22:28.556849] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-10T20:22:28.556899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:28.556931] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:28.556957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:28.557013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:28.614197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:28.615112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:28.615200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:28.615232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:28.737815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:28.737963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:28.738003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:28.738030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:28.741414] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-10T20:22:28.741705] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-10T20:22:28.741830] [INFO ] [sig       ] DMLP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:28.889779] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DMLP.txt
[2025-12-10T20:22:28.889969] [INFO ] [sig       ] [980/3612] Completed DMLP in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:28.890010] [INFO ] [sig       ] [981/3612] Forecasting DMO...
[2025-12-10T20:22:28.890038] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-10T20:22:28.890066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-10T20:22:28.904096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-10T20:22:28.904473] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-10T20:22:28.905266] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-10T20:22:28.905317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:28.905349] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:28.905375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:28.905430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:28.962452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:28.963259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:28.963340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:28.963373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:29.080890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:29.081052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:29.081101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:29.081136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:29.084554] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-10T20:22:29.084862] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-10T20:22:29.084986] [INFO ] [sig       ] DMO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:29.225744] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DMO.txt
[2025-12-10T20:22:29.225897] [INFO ] [sig       ] [981/3612] Completed DMO in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:29.225936] [INFO ] [sig       ] [982/3612] Forecasting DMRC...
[2025-12-10T20:22:29.225965] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-10T20:22:29.225995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-10T20:22:29.238170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-10T20:22:29.238537] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-10T20:22:29.239344] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-10T20:22:29.239394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:29.239425] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:29.239452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:29.239507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:29.297206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:29.297955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:29.298037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:29.298069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:29.415854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:29.416001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:29.416040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:29.416100] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:29.420081] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-10T20:22:29.420426] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-10T20:22:29.420568] [INFO ] [sig       ] DMRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:29.567157] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DMRC.txt
[2025-12-10T20:22:29.567303] [INFO ] [sig       ] [982/3612] Completed DMRC in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:29.567344] [INFO ] [sig       ] [983/3612] Forecasting DMXF...
[2025-12-10T20:22:29.567374] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-10T20:22:29.567405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-10T20:22:29.578977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-10T20:22:29.579531] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-10T20:22:29.580335] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-10T20:22:29.580386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:29.580418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:29.580444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:29.580499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:29.641338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:29.642182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:29.642264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:29.642295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:29.762462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:29.762634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:29.762675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:29.762702] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:29.766131] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-10T20:22:29.766407] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-10T20:22:29.766531] [INFO ] [sig       ] DMXF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:29.908449] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DMXF.txt
[2025-12-10T20:22:29.908616] [INFO ] [sig       ] [983/3612] Completed DMXF in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:29.908656] [INFO ] [sig       ] [984/3612] Forecasting DNA...
[2025-12-10T20:22:29.908689] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-10T20:22:29.908724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-10T20:22:29.920382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-10T20:22:29.920795] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-10T20:22:29.921633] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-10T20:22:29.921685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:29.921723] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:29.921761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:29.921826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:29.983387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:29.984314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:29.984395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:29.984427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:30.103941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:30.104089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:30.104164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:30.104195] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:30.107550] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-12-10T20:22:30.107860] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-10T20:22:30.107984] [INFO ] [sig       ] DNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:30.253830] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DNA.txt
[2025-12-10T20:22:30.253986] [INFO ] [sig       ] [984/3612] Completed DNA in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:30.254031] [INFO ] [sig       ] [985/3612] Forecasting DNLI...
[2025-12-10T20:22:30.254063] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-10T20:22:30.254094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-10T20:22:30.265358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-10T20:22:30.265656] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-10T20:22:30.266404] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-10T20:22:30.266453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:30.266484] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:30.266509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:30.266563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:30.324862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:30.325491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:30.325567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:30.325616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:30.447799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:30.447952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:30.447990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:30.448018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:30.451474] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-10T20:22:30.451757] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-10T20:22:30.451879] [INFO ] [sig       ] DNLI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:30.599561] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DNLI.txt
[2025-12-10T20:22:30.599749] [INFO ] [sig       ] [985/3612] Completed DNLI in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:30.599797] [INFO ] [sig       ] [986/3612] Forecasting DNP...
[2025-12-10T20:22:30.599832] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-10T20:22:30.599866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-10T20:22:30.612235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-10T20:22:30.612624] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-10T20:22:30.613379] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-10T20:22:30.613429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:30.613460] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:30.613486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:30.613540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:30.675794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:30.676895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:30.677171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:30.677202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:30.810892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:30.811055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:30.811095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:30.811122] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:30.814625] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-10T20:22:30.814910] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-10T20:22:30.815030] [INFO ] [sig       ] DNP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:30.959311] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DNP.txt
[2025-12-10T20:22:30.959444] [INFO ] [sig       ] [986/3612] Completed DNP in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.3m
[2025-12-10T20:22:30.959482] [INFO ] [sig       ] [987/3612] Forecasting DNTH...
[2025-12-10T20:22:30.959510] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-10T20:22:30.959539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-10T20:22:30.971022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-10T20:22:30.971311] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-10T20:22:30.972066] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-10T20:22:30.972115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:30.972144] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:30.972169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:30.972223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:31.028683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:31.029593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:31.029680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:31.029711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:31.150037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:31.150181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:31.150219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:31.150246] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:31.153502] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2025-12-10T20:22:31.153788] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-10T20:22:31.153908] [INFO ] [sig       ] DNTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:31.292041] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DNTH.txt
[2025-12-10T20:22:31.292189] [INFO ] [sig       ] [987/3612] Completed DNTH in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:31.292226] [INFO ] [sig       ] [988/3612] Forecasting DOCN...
[2025-12-10T20:22:31.292255] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-10T20:22:31.292283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-10T20:22:31.303420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-10T20:22:31.303735] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-10T20:22:31.304532] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-10T20:22:31.304606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:31.304653] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:31.304681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:31.304742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:31.362899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:31.363669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:31.363749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:31.363783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:31.484607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:31.484764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:31.484803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:31.484831] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:31.488234] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-10T20:22:31.488549] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-10T20:22:31.488704] [INFO ] [sig       ] DOCN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:31.635610] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DOCN.txt
[2025-12-10T20:22:31.635776] [INFO ] [sig       ] [988/3612] Completed DOCN in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:31.635815] [INFO ] [sig       ] [989/3612] Forecasting DOCS...
[2025-12-10T20:22:31.635847] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-10T20:22:31.635877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-10T20:22:31.647877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-10T20:22:31.648270] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-10T20:22:31.649112] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-10T20:22:31.649166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:31.649197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:31.649224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:31.649280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:31.707362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:31.711491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:31.711732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:31.711778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:31.833586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:31.833746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:31.833785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:31.833812] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:31.837264] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-10T20:22:31.837613] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-10T20:22:31.837782] [INFO ] [sig       ] DOCS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:31.983445] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DOCS.txt
[2025-12-10T20:22:31.983645] [INFO ] [sig       ] [989/3612] Completed DOCS in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:31.983702] [INFO ] [sig       ] [990/3612] Forecasting DOGZ...
[2025-12-10T20:22:31.983779] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-10T20:22:31.983813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-10T20:22:31.995336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-10T20:22:31.995674] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-10T20:22:31.996437] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-10T20:22:31.996488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:31.996520] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:31.996547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:31.996627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:32.057510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:32.058226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:32.058305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:32.058337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:32.187009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:32.187157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:32.187197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:32.187225] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:32.190618] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-10T20:22:32.190896] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-10T20:22:32.191019] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:32.334422] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DOGZ.txt
[2025-12-10T20:22:32.334585] [INFO ] [sig       ] [990/3612] Completed DOGZ in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:32.334627] [INFO ] [sig       ] [991/3612] Forecasting DOLE...
[2025-12-10T20:22:32.334655] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-10T20:22:32.334683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-10T20:22:32.346956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-10T20:22:32.347260] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-10T20:22:32.348296] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-10T20:22:32.348347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:32.348378] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:32.348405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:32.348464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:32.407747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:32.408539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:32.408633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:32.408666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:32.531651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:32.531829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:32.531873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:32.531902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:32.535594] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-10T20:22:32.535871] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-10T20:22:32.535990] [INFO ] [sig       ] DOLE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:32.677024] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DOLE.txt
[2025-12-10T20:22:32.677175] [INFO ] [sig       ] [991/3612] Completed DOLE in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:32.677393] [INFO ] [sig       ] [992/3612] Forecasting DOMO...
[2025-12-10T20:22:32.677422] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-10T20:22:32.677450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-10T20:22:32.688892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-10T20:22:32.689240] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-10T20:22:32.690046] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-10T20:22:32.690097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:32.690129] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:32.690156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:32.690211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:32.746478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:32.747214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:32.747290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:32.747321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:32.865366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:32.865506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:32.865545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:32.865590] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:32.868886] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-10T20:22:32.869156] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-10T20:22:32.869279] [INFO ] [sig       ] DOMO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:33.009924] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DOMO.txt
[2025-12-10T20:22:33.010106] [INFO ] [sig       ] [992/3612] Completed DOMO in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:33.010146] [INFO ] [sig       ] [993/3612] Forecasting DORM...
[2025-12-10T20:22:33.010175] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-10T20:22:33.010203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-10T20:22:33.022522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-10T20:22:33.022937] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-10T20:22:33.023781] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-10T20:22:33.023840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:33.023872] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:33.023898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:33.023953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:33.085033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:33.085872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:33.085952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:33.085985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:33.215921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:33.216090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:33.216131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:33.216162] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:33.219748] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=92.94%)
[2025-12-10T20:22:33.220039] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-10T20:22:33.220376] [INFO ] [sig       ] DORM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:33.364418] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DORM.txt
[2025-12-10T20:22:33.364548] [INFO ] [sig       ] [993/3612] Completed DORM in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:33.364603] [INFO ] [sig       ] [994/3612] Forecasting DOUG...
[2025-12-10T20:22:33.364634] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-10T20:22:33.364662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-10T20:22:33.376910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-10T20:22:33.377193] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-10T20:22:33.377995] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-10T20:22:33.378238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:33.378268] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:33.378294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:33.378348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:33.435765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:33.436653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:33.436730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:33.436762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:33.557388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:33.557540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:33.557596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:33.557626] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:33.560964] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-12-10T20:22:33.561230] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-10T20:22:33.561346] [INFO ] [sig       ] DOUG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:33.701033] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DOUG.txt
[2025-12-10T20:22:33.701177] [INFO ] [sig       ] [994/3612] Completed DOUG in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.3m
[2025-12-10T20:22:33.701216] [INFO ] [sig       ] [995/3612] Forecasting DOX...
[2025-12-10T20:22:33.701243] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-10T20:22:33.701272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-10T20:22:33.712701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-10T20:22:33.713045] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-10T20:22:33.713817] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-10T20:22:33.713867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:33.713900] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:33.713926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:33.713981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:33.772120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:33.772964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:33.773044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:33.773075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:33.897290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:33.897469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:33.897520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:33.897569] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:33.901112] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-10T20:22:33.901394] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-10T20:22:33.901520] [INFO ] [sig       ] DOX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:34.047922] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DOX.txt
[2025-12-10T20:22:34.048096] [INFO ] [sig       ] [995/3612] Completed DOX in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:34.048139] [INFO ] [sig       ] [996/3612] Forecasting DPG...
[2025-12-10T20:22:34.048167] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-10T20:22:34.048196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-10T20:22:34.060100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-10T20:22:34.060467] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-10T20:22:34.061253] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-10T20:22:34.061303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:34.061361] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:34.061389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:34.061445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:34.119916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:34.120799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:34.120885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:34.120917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:34.241841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:34.241993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:34.242033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:34.242060] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:34.245390] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-10T20:22:34.245682] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-10T20:22:34.245805] [INFO ] [sig       ] DPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:34.394644] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DPG.txt
[2025-12-10T20:22:34.394774] [INFO ] [sig       ] [996/3612] Completed DPG in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:34.394813] [INFO ] [sig       ] [997/3612] Forecasting DPRO...
[2025-12-10T20:22:34.394840] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-10T20:22:34.394868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-10T20:22:34.406191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-10T20:22:34.406518] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-10T20:22:34.407384] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-10T20:22:34.407436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:34.407467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:34.407494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:34.407549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:34.465517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:34.466233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:34.466314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:34.466361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:34.584300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:34.584446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:34.584486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:34.584513] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:34.587858] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-10T20:22:34.588123] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-10T20:22:34.588240] [INFO ] [sig       ] DPRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:34.732556] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DPRO.txt
[2025-12-10T20:22:34.732711] [INFO ] [sig       ] [997/3612] Completed DPRO in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:34.732749] [INFO ] [sig       ] [998/3612] Forecasting DPZ...
[2025-12-10T20:22:34.732777] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-10T20:22:34.732805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-10T20:22:34.744709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-10T20:22:34.744999] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-10T20:22:34.745780] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-10T20:22:34.745830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:34.745862] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:34.745887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:34.745946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:34.804642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:34.805377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:34.805456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:34.805489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:34.927665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:34.927842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:34.927880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:34.927907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:34.931297] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-10T20:22:34.931593] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-10T20:22:34.931722] [INFO ] [sig       ] DPZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:35.080477] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DPZ.txt
[2025-12-10T20:22:35.080635] [INFO ] [sig       ] [998/3612] Completed DPZ in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:35.080678] [INFO ] [sig       ] [999/3612] Forecasting DQ...
[2025-12-10T20:22:35.080707] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-10T20:22:35.080737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-10T20:22:35.092491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-10T20:22:35.092807] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-10T20:22:35.093561] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-10T20:22:35.093630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:35.093659] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:35.093697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:35.093753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:35.151832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:35.152555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:35.152654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:35.152686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:35.276637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:35.276783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:35.276821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:35.276848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:35.280307] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-10T20:22:35.280592] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-10T20:22:35.280716] [INFO ] [sig       ] DQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:35.424012] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DQ.txt
[2025-12-10T20:22:35.424322] [INFO ] [sig       ] [999/3612] Completed DQ in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:35.424360] [INFO ] [sig       ] [1000/3612] Forecasting DRD...
[2025-12-10T20:22:35.424388] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-10T20:22:35.424416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-10T20:22:35.436427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-10T20:22:35.436743] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-10T20:22:35.437483] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-10T20:22:35.437533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:35.437563] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:35.437607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:35.437662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:35.496447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:35.497055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:35.497130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:35.497161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:35.616660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:35.616806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:35.616843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:35.616873] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:35.620135] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=68.13%)
[2025-12-10T20:22:35.620400] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-10T20:22:35.620519] [INFO ] [sig       ] DRD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:35.762703] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRD.txt
[2025-12-10T20:22:35.762838] [INFO ] [sig       ] [1000/3612] Completed DRD in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:35.762877] [INFO ] [sig       ] [1001/3612] Forecasting DRH...
[2025-12-10T20:22:35.762906] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-10T20:22:35.762934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-10T20:22:35.774973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-10T20:22:35.775281] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-10T20:22:35.776049] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-10T20:22:35.776110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:35.776141] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:35.776167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:35.776222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:35.836036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:35.836793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:35.836880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:35.836918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:35.956139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:35.956284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:35.956321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:35.956348] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:35.959634] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-12-10T20:22:35.959926] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-10T20:22:35.960043] [INFO ] [sig       ] DRH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:36.099505] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRH.txt
[2025-12-10T20:22:36.099644] [INFO ] [sig       ] [1001/3612] Completed DRH in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:36.099683] [INFO ] [sig       ] [1002/3612] Forecasting DRI...
[2025-12-10T20:22:36.099711] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-10T20:22:36.099739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-10T20:22:36.111299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-10T20:22:36.111639] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-10T20:22:36.112377] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-10T20:22:36.112426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:36.112456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:36.112481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:36.112535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:36.168417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:36.169132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:36.169209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:36.169240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:36.297752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:36.297902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:36.297940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:36.297967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:36.301736] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-10T20:22:36.302042] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-10T20:22:36.302340] [INFO ] [sig       ] DRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:36.454017] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DRI.txt
[2025-12-10T20:22:36.454388] [INFO ] [sig       ] [1002/3612] Completed DRI in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:36.454447] [INFO ] [sig       ] [1003/3612] Forecasting DRIO...
[2025-12-10T20:22:36.454483] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-10T20:22:36.454518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-10T20:22:36.467948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-10T20:22:36.468280] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-10T20:22:36.469091] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-10T20:22:36.469143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:36.469175] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:36.469201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:36.469258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:36.531657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:36.532525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:36.532634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:36.532682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:36.658642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:36.658797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:36.658837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:36.658863] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:36.662631] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-10T20:22:36.662943] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-10T20:22:36.663094] [INFO ] [sig       ] DRIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:36.824360] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRIO.txt
[2025-12-10T20:22:36.824517] [INFO ] [sig       ] [1003/3612] Completed DRIO in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 15.2m
[2025-12-10T20:22:36.824555] [INFO ] [sig       ] [1004/3612] Forecasting DRLL...
[2025-12-10T20:22:36.824605] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-10T20:22:36.824638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-10T20:22:36.836938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-10T20:22:36.837249] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-10T20:22:36.838052] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-10T20:22:36.838102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:36.838322] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:36.838348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:36.838403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:36.897348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:36.898251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:36.898337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:36.898370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:37.025401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:37.025555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:37.025612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:37.025642] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:37.029025] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=85.21%)
[2025-12-10T20:22:37.029307] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-10T20:22:37.029432] [INFO ] [sig       ] DRLL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:37.173898] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRLL.txt
[2025-12-10T20:22:37.174080] [INFO ] [sig       ] [1004/3612] Completed DRLL in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:37.174120] [INFO ] [sig       ] [1005/3612] Forecasting DRMA...
[2025-12-10T20:22:37.174149] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-10T20:22:37.174176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-10T20:22:37.186218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-10T20:22:37.186530] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-10T20:22:37.187479] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-10T20:22:37.187528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:37.187558] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:37.187601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:37.187658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:37.246052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:37.247297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:37.247385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:37.247417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:37.367406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:37.367555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:37.367611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:37.367640] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:37.370932] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=64.13%)
[2025-12-10T20:22:37.371196] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-10T20:22:37.371311] [INFO ] [sig       ] DRMA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:37.511420] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRMA.txt
[2025-12-10T20:22:37.511544] [INFO ] [sig       ] [1005/3612] Completed DRMA in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:37.511604] [INFO ] [sig       ] [1006/3612] Forecasting DRS...
[2025-12-10T20:22:37.511636] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-10T20:22:37.511664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-10T20:22:37.526678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-10T20:22:37.527129] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-10T20:22:37.528265] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-10T20:22:37.528322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:37.528358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:37.528388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:37.528458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:37.602631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:37.603606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:37.603696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:37.603734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:37.753226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:37.753387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:37.753430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:37.753463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:37.757544] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-10T20:22:37.757949] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-10T20:22:37.758100] [INFO ] [sig       ] DRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:37.927916] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRS.txt
[2025-12-10T20:22:37.928257] [INFO ] [sig       ] [1006/3612] Completed DRS in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:37.928298] [INFO ] [sig       ] [1007/3612] Forecasting DRTS...
[2025-12-10T20:22:37.928326] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-10T20:22:37.928355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-10T20:22:37.943855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-10T20:22:37.944489] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-10T20:22:37.945425] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-10T20:22:37.945484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:37.945521] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:37.945553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:37.945645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:38.009508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:38.010369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:38.010449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:38.010481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:38.125021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:38.125175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:38.125214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:38.125242] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:38.128606] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-10T20:22:38.128884] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-10T20:22:38.129007] [INFO ] [sig       ] DRTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:38.273228] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DRTS.txt
[2025-12-10T20:22:38.273391] [INFO ] [sig       ] [1007/3612] Completed DRTS in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:38.273430] [INFO ] [sig       ] [1008/3612] Forecasting DRUG...
[2025-12-10T20:22:38.273460] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-10T20:22:38.273488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-10T20:22:38.285691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-10T20:22:38.286047] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-10T20:22:38.286809] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-10T20:22:38.286860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:38.286890] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:38.286916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:38.286970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:38.345744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:38.346617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:38.346700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:38.346733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:38.472750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:38.472924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:38.472965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:38.472995] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:38.476413] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-12-10T20:22:38.476727] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-10T20:22:38.476857] [INFO ] [sig       ] DRUG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:38.625311] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRUG.txt
[2025-12-10T20:22:38.625468] [INFO ] [sig       ] [1008/3612] Completed DRUG in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:38.625507] [INFO ] [sig       ] [1009/3612] Forecasting DRVN...
[2025-12-10T20:22:38.625535] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-10T20:22:38.625564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-10T20:22:38.637767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-10T20:22:38.638149] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-10T20:22:38.638918] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-10T20:22:38.638968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:38.638998] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:38.639023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:38.639079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:38.698927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:38.699812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:38.699905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:38.699939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:38.823358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:38.823517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:38.823556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:38.823602] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:38.827214] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-10T20:22:38.827500] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-10T20:22:38.827641] [INFO ] [sig       ] DRVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:38.975979] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DRVN.txt
[2025-12-10T20:22:38.976135] [INFO ] [sig       ] [1009/3612] Completed DRVN in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:38.976206] [INFO ] [sig       ] [1010/3612] Forecasting DSGN...
[2025-12-10T20:22:38.976235] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-10T20:22:38.976263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-10T20:22:38.988692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-10T20:22:38.989085] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-10T20:22:38.989909] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-10T20:22:38.989962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:38.989995] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:38.990023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:38.990080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:39.051272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:39.052113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:39.052195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:39.052228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:39.175337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:39.175486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:39.175524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:39.175551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:39.179502] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-12-10T20:22:39.179826] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-10T20:22:39.179964] [INFO ] [sig       ] DSGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:39.328800] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DSGN.txt
[2025-12-10T20:22:39.328978] [INFO ] [sig       ] [1010/3612] Completed DSGN in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:39.329020] [INFO ] [sig       ] [1011/3612] Forecasting DSGX...
[2025-12-10T20:22:39.329051] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-10T20:22:39.329080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-10T20:22:39.341173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-10T20:22:39.341566] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-10T20:22:39.342390] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-10T20:22:39.342445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:39.342477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:39.342504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:39.342561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:39.401289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:39.402234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:39.402332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:39.402366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:39.522144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:39.522303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:39.522342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:39.522369] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:39.525870] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=55.62%)
[2025-12-10T20:22:39.526213] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-10T20:22:39.526347] [INFO ] [sig       ] DSGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:39.674630] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DSGX.txt
[2025-12-10T20:22:39.674804] [INFO ] [sig       ] [1011/3612] Completed DSGX in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:39.674848] [INFO ] [sig       ] [1012/3612] Forecasting DSL...
[2025-12-10T20:22:39.674877] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-10T20:22:39.674906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-10T20:22:39.686723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-10T20:22:39.687031] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-10T20:22:39.687844] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-10T20:22:39.687908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:39.687940] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:39.687966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:39.688021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:39.745444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:39.746055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:39.746130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:39.746161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:39.866184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:39.866330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:39.866368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:39.866395] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:39.869768] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-10T20:22:39.870067] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-10T20:22:39.870193] [INFO ] [sig       ] DSL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:40.029790] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DSL.txt
[2025-12-10T20:22:40.029920] [INFO ] [sig       ] [1012/3612] Completed DSL in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.2m
[2025-12-10T20:22:40.029957] [INFO ] [sig       ] [1013/3612] Forecasting DSM...
[2025-12-10T20:22:40.029986] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-10T20:22:40.030014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-10T20:22:40.041359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-10T20:22:40.041691] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-10T20:22:40.042451] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-10T20:22:40.042501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:40.042531] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:40.042600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:40.042662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:40.099224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:40.099906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:40.099985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:40.100015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:40.215466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:40.215629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:40.215669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:40.215696] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:40.218969] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-10T20:22:40.219239] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-10T20:22:40.219358] [INFO ] [sig       ] DSM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:40.356875] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DSM.txt
[2025-12-10T20:22:40.357007] [INFO ] [sig       ] [1013/3612] Completed DSM in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:40.357043] [INFO ] [sig       ] [1014/3612] Forecasting DSP...
[2025-12-10T20:22:40.357072] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-10T20:22:40.357100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-10T20:22:40.368429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-10T20:22:40.368741] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-10T20:22:40.369543] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-10T20:22:40.369620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:40.369656] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:40.369683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:40.369740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:40.428150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:40.428813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:40.428893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:40.428926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:40.548909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:40.549050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:40.549088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:40.549116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:40.552365] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-10T20:22:40.552648] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-10T20:22:40.552767] [INFO ] [sig       ] DSP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:40.696697] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DSP.txt
[2025-12-10T20:22:40.696829] [INFO ] [sig       ] [1014/3612] Completed DSP in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:40.696867] [INFO ] [sig       ] [1015/3612] Forecasting DSX...
[2025-12-10T20:22:40.696896] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-10T20:22:40.696924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-10T20:22:40.708471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-10T20:22:40.708850] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-10T20:22:40.709651] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-10T20:22:40.709704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:40.709736] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:40.709764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:40.709822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:40.768726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:40.769548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:40.769647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:40.769681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:40.886040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:40.886184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:40.886224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:40.886253] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:40.890123] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2025-12-10T20:22:40.890456] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-10T20:22:40.890633] [INFO ] [sig       ] DSX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:41.032305] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DSX.txt
[2025-12-10T20:22:41.032460] [INFO ] [sig       ] [1015/3612] Completed DSX in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:41.032503] [INFO ] [sig       ] [1016/3612] Forecasting DTB...
[2025-12-10T20:22:41.032534] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-10T20:22:41.032563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-10T20:22:41.055389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-10T20:22:41.055776] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-10T20:22:41.056527] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-10T20:22:41.056595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:41.056627] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:41.056653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:41.056708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:41.113967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:41.115049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:41.115133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:41.115166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:41.228379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:41.228527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:41.228566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:41.228613] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:41.231854] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-10T20:22:41.232158] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-10T20:22:41.232276] [INFO ] [sig       ] DTB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:41.377203] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DTB.txt
[2025-12-10T20:22:41.377343] [INFO ] [sig       ] [1016/3612] Completed DTB in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:41.377382] [INFO ] [sig       ] [1017/3612] Forecasting DTE...
[2025-12-10T20:22:41.377412] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-10T20:22:41.377440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-10T20:22:41.389492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-10T20:22:41.389842] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-10T20:22:41.390620] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-10T20:22:41.390671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:41.390702] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:41.390729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:41.390785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:41.450735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:41.451589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:41.451674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:41.451707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:41.573348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:41.573496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:41.573538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:41.573569] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:41.577097] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-12-10T20:22:41.577373] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-10T20:22:41.577515] [INFO ] [sig       ] DTE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:41.722854] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DTE.txt
[2025-12-10T20:22:41.723009] [INFO ] [sig       ] [1017/3612] Completed DTE in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:41.723049] [INFO ] [sig       ] [1018/3612] Forecasting DTG...
[2025-12-10T20:22:41.723079] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-10T20:22:41.723109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-10T20:22:41.734877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-10T20:22:41.735225] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-10T20:22:41.736056] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-10T20:22:41.736107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:41.736138] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:41.736164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:41.736218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:41.798026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:41.798906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:41.799023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:41.799078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:41.921218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:41.921371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:41.921410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:41.921438] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:41.924855] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-10T20:22:41.925176] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-10T20:22:41.925311] [INFO ] [sig       ] DTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:42.073310] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DTG.txt
[2025-12-10T20:22:42.073462] [INFO ] [sig       ] [1018/3612] Completed DTG in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:42.073502] [INFO ] [sig       ] [1019/3612] Forecasting DTIL...
[2025-12-10T20:22:42.073531] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-10T20:22:42.073560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-10T20:22:42.085056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-10T20:22:42.085391] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-10T20:22:42.086167] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-10T20:22:42.086217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:42.086247] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:42.086273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:42.086328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:42.142832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:42.143695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:42.143781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:42.143812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:42.259883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:42.260039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:42.260077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:42.260121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:42.263476] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-10T20:22:42.263771] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-10T20:22:42.263897] [INFO ] [sig       ] DTIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:42.409496] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DTIL.txt
[2025-12-10T20:22:42.409668] [INFO ] [sig       ] [1019/3612] Completed DTIL in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:42.409708] [INFO ] [sig       ] [1020/3612] Forecasting DTM...
[2025-12-10T20:22:42.409737] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-10T20:22:42.409767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-10T20:22:42.421745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-10T20:22:42.422134] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-10T20:22:42.423063] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-10T20:22:42.423113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:42.423333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:42.423359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:42.423414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:42.482411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:42.483270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:42.483349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:42.483381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:42.609360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:42.609523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:42.609583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:42.609614] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:42.613312] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-10T20:22:42.613630] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-10T20:22:42.613763] [INFO ] [sig       ] DTM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:42.764544] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DTM.txt
[2025-12-10T20:22:42.764716] [INFO ] [sig       ] [1020/3612] Completed DTM in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:42.764757] [INFO ] [sig       ] [1021/3612] Forecasting DTSS...
[2025-12-10T20:22:42.764786] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-10T20:22:42.764814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-10T20:22:42.776692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-10T20:22:42.777009] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-10T20:22:42.777992] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-10T20:22:42.778043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:42.778077] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:42.778103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:42.778157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:42.837079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:42.837942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:42.838049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:42.838082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:42.955071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:42.955430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:42.955469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:42.955496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:42.959168] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-10T20:22:42.959605] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-10T20:22:42.959730] [INFO ] [sig       ] DTSS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:43.104752] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DTSS.txt
[2025-12-10T20:22:43.104901] [INFO ] [sig       ] [1021/3612] Completed DTSS in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 15.1m
[2025-12-10T20:22:43.104940] [INFO ] [sig       ] [1022/3612] Forecasting DUK...
[2025-12-10T20:22:43.104969] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-10T20:22:43.104998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-10T20:22:43.118234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-10T20:22:43.118520] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-10T20:22:43.119281] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-10T20:22:43.119331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:43.119361] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:43.119386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:43.119440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:43.177937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:43.178557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:43.178651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:43.178682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:43.298889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:43.299038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:43.299076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:43.299102] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:43.302530] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-10T20:22:43.302811] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-10T20:22:43.302928] [INFO ] [sig       ] DUK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:43.449090] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DUK.txt
[2025-12-10T20:22:43.449243] [INFO ] [sig       ] [1022/3612] Completed DUK in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:43.449473] [INFO ] [sig       ] [1023/3612] Forecasting DUKB...
[2025-12-10T20:22:43.449502] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-10T20:22:43.449530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-10T20:22:43.462472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-10T20:22:43.462791] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-10T20:22:43.463612] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-10T20:22:43.463665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:43.463696] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:43.463732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:43.463790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:43.524227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:43.524887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:43.524966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:43.524999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:43.646943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:43.647090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:43.647129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:43.647158] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:43.653918] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-10T20:22:43.654186] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-10T20:22:43.654305] [INFO ] [sig       ] DUKB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:43.793889] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DUKB.txt
[2025-12-10T20:22:43.794012] [INFO ] [sig       ] [1023/3612] Completed DUKB in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:43.794061] [INFO ] [sig       ] [1024/3612] Forecasting DUOL...
[2025-12-10T20:22:43.794095] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-10T20:22:43.794124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-10T20:22:43.806734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-10T20:22:43.807051] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-10T20:22:43.807874] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-10T20:22:43.807925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:43.807957] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:43.807984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:43.808040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:43.868434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:43.869117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:43.869198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:43.869420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:43.986700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:43.986839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:43.986877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:43.986905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:43.990188] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-12-10T20:22:43.990460] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-10T20:22:43.990599] [INFO ] [sig       ] DUOL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:44.130791] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DUOL.txt
[2025-12-10T20:22:44.130924] [INFO ] [sig       ] [1024/3612] Completed DUOL in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:44.130962] [INFO ] [sig       ] [1025/3612] Forecasting DVA...
[2025-12-10T20:22:44.130991] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-10T20:22:44.131019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-10T20:22:44.142590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-10T20:22:44.142897] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-10T20:22:44.143768] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-10T20:22:44.143826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:44.143870] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:44.143898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:44.143955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:44.203140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:44.203816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:44.203893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:44.203926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:44.325556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:44.325708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:44.325745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:44.325772] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:44.329010] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-10T20:22:44.329268] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-10T20:22:44.329385] [INFO ] [sig       ] DVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:44.469609] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DVA.txt
[2025-12-10T20:22:44.469761] [INFO ] [sig       ] [1025/3612] Completed DVA in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:44.469801] [INFO ] [sig       ] [1026/3612] Forecasting DVAX...
[2025-12-10T20:22:44.469829] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-10T20:22:44.469856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-10T20:22:44.481643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-10T20:22:44.481998] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-10T20:22:44.482789] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-10T20:22:44.482839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:44.482871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:44.482898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:44.482954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:44.540906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:44.541756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:44.541837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:44.541871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:44.664644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:44.664780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:44.664818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:44.664845] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:44.668086] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-10T20:22:44.668503] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-10T20:22:44.668637] [INFO ] [sig       ] DVAX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:44.814161] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DVAX.txt
[2025-12-10T20:22:44.814290] [INFO ] [sig       ] [1026/3612] Completed DVAX in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:44.814365] [INFO ] [sig       ] [1027/3612] Forecasting DVN...
[2025-12-10T20:22:44.814405] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-10T20:22:44.814455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-10T20:22:44.826326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-10T20:22:44.826636] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-10T20:22:44.827451] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-10T20:22:44.827502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:44.827534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:44.827560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:44.827646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:44.886962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:44.887672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:44.887770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:44.887803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:45.013445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:45.013610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:45.013650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:45.013677] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:45.016988] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-10T20:22:45.017275] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-10T20:22:45.017407] [INFO ] [sig       ] DVN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:45.159270] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DVN.txt
[2025-12-10T20:22:45.159405] [INFO ] [sig       ] [1027/3612] Completed DVN in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:45.159441] [INFO ] [sig       ] [1028/3612] Forecasting DVY...
[2025-12-10T20:22:45.159469] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-10T20:22:45.159498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-10T20:22:45.171426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-10T20:22:45.171736] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-10T20:22:45.172549] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-10T20:22:45.172624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:45.172658] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:45.172685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:45.172743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:45.231244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:45.231922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:45.232002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:45.232034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:45.351842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:45.351971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:45.352009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:45.352035] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:45.355240] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-12-10T20:22:45.355502] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-10T20:22:45.355637] [INFO ] [sig       ] DVY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:45.500259] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DVY.txt
[2025-12-10T20:22:45.500646] [INFO ] [sig       ] [1028/3612] Completed DVY in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.1m
[2025-12-10T20:22:45.500705] [INFO ] [sig       ] [1029/3612] Forecasting DWAS...
[2025-12-10T20:22:45.500746] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-10T20:22:45.500786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-10T20:22:45.516712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-10T20:22:45.517165] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-10T20:22:45.518250] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-10T20:22:45.518315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:45.518358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:45.518397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:45.518477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:45.591679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:45.592504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:45.592602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:45.592638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:45.718554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:45.718749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:45.718790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:45.718817] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:45.722092] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2025-12-10T20:22:45.722363] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-10T20:22:45.722482] [INFO ] [sig       ] DWAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:45.867297] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DWAS.txt
[2025-12-10T20:22:45.867429] [INFO ] [sig       ] [1029/3612] Completed DWAS in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:45.867468] [INFO ] [sig       ] [1030/3612] Forecasting DWSH...
[2025-12-10T20:22:45.867496] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-10T20:22:45.867524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-10T20:22:45.879926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-10T20:22:45.880528] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-10T20:22:45.881355] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-10T20:22:45.881408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:45.881440] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:45.881517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:45.881593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:45.947041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:45.948199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:45.948309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:45.948353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:46.081298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:46.081461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:46.081504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:46.081534] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:46.085063] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-10T20:22:46.085374] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-10T20:22:46.085513] [INFO ] [sig       ] DWSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:46.233973] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DWSH.txt
[2025-12-10T20:22:46.234131] [INFO ] [sig       ] [1030/3612] Completed DWSH in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:46.234170] [INFO ] [sig       ] [1031/3612] Forecasting DX...
[2025-12-10T20:22:46.234200] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-10T20:22:46.234229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-10T20:22:46.246423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-10T20:22:46.246833] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-10T20:22:46.247624] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-10T20:22:46.247676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:46.247708] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:46.247767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:46.247824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:46.308035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:46.308918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:46.309012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:46.309044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:46.435543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:46.435727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:46.435766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:46.435795] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:46.439164] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-10T20:22:46.439475] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-10T20:22:46.439642] [INFO ] [sig       ] DX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:46.588760] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DX.txt
[2025-12-10T20:22:46.588914] [INFO ] [sig       ] [1031/3612] Completed DX in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:46.588954] [INFO ] [sig       ] [1032/3612] Forecasting DXC...
[2025-12-10T20:22:46.588982] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-10T20:22:46.589010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-10T20:22:46.601770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-10T20:22:46.602146] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-10T20:22:46.602929] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-10T20:22:46.602978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:46.603008] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:46.603035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:46.603090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:46.660073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:46.660948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:46.661040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:46.661072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:46.783091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:46.783258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:46.783300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:46.783328] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:46.786715] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-12-10T20:22:46.786999] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-10T20:22:46.787134] [INFO ] [sig       ] DXC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:46.930676] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DXC.txt
[2025-12-10T20:22:46.930839] [INFO ] [sig       ] [1032/3612] Completed DXC in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:46.930882] [INFO ] [sig       ] [1033/3612] Forecasting DXCM...
[2025-12-10T20:22:46.930914] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-10T20:22:46.930945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-10T20:22:46.942600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-10T20:22:46.942973] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-10T20:22:46.943760] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-10T20:22:46.943815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:46.943846] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:46.943872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:46.943927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:47.002062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:47.002975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:47.003084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:47.003127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:47.125451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:47.125632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:47.125675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:47.125704] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:47.129210] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-10T20:22:47.129548] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-10T20:22:47.129704] [INFO ] [sig       ] DXCM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:47.280747] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DXCM.txt
[2025-12-10T20:22:47.280902] [INFO ] [sig       ] [1033/3612] Completed DXCM in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:47.280945] [INFO ] [sig       ] [1034/3612] Forecasting DXPE...
[2025-12-10T20:22:47.280974] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-10T20:22:47.281004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-10T20:22:47.293897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-10T20:22:47.294237] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-10T20:22:47.295188] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-10T20:22:47.295240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:47.295271] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:47.295472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:47.295529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:47.352293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:47.352958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:47.353032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:47.353063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:47.475677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:47.475820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:47.475857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:47.475884] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:47.479269] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-10T20:22:47.479537] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-10T20:22:47.479680] [INFO ] [sig       ] DXPE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:47.622118] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DXPE.txt
[2025-12-10T20:22:47.622270] [INFO ] [sig       ] [1034/3612] Completed DXPE in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:47.622310] [INFO ] [sig       ] [1035/3612] Forecasting DY...
[2025-12-10T20:22:47.622337] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-10T20:22:47.622364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-10T20:22:47.634189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-10T20:22:47.634499] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-10T20:22:47.635271] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-10T20:22:47.635321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:47.635351] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:47.635376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:47.635430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:47.690647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:47.691291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:47.691370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:47.691400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:47.816036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:47.816229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:47.816276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:47.816306] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:47.819859] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=30.19%)
[2025-12-10T20:22:47.820142] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-10T20:22:47.820270] [INFO ] [sig       ] DY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:47.956864] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/DY.txt
[2025-12-10T20:22:47.956991] [INFO ] [sig       ] [1035/3612] Completed DY in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:47.957029] [INFO ] [sig       ] [1036/3612] Forecasting DYN...
[2025-12-10T20:22:47.957057] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-10T20:22:47.957085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-10T20:22:47.969286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-10T20:22:47.969700] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-10T20:22:47.970468] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-10T20:22:47.970592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:47.970627] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:47.970653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:47.970707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:48.027466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:48.028421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:48.028508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:48.028539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:48.148173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:48.148335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:48.148375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:48.148402] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:48.151811] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-12-10T20:22:48.152126] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-10T20:22:48.152266] [INFO ] [sig       ] DYN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:48.300180] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/DYN.txt
[2025-12-10T20:22:48.300338] [INFO ] [sig       ] [1036/3612] Completed DYN in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:48.300379] [INFO ] [sig       ] [1037/3612] Forecasting E...
[2025-12-10T20:22:48.300408] [INFO ] [sig       ] Generating forecast for: E
[2025-12-10T20:22:48.300438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-10T20:22:48.312433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-10T20:22:48.312870] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-10T20:22:48.313642] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-10T20:22:48.313692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:48.313724] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:48.313752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:48.313808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:48.371147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:48.372032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:48.372118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:48.372149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:48.493371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:48.493524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:48.493562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:48.493611] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:48.497036] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-10T20:22:48.497350] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-10T20:22:48.497481] [INFO ] [sig       ] E: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:48.639745] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/E.txt
[2025-12-10T20:22:48.639900] [INFO ] [sig       ] [1037/3612] Completed E in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:48.639940] [INFO ] [sig       ] [1038/3612] Forecasting EA...
[2025-12-10T20:22:48.639970] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-10T20:22:48.639999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-10T20:22:48.651621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-10T20:22:48.652010] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-10T20:22:48.652791] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-10T20:22:48.652841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:48.652872] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:48.652897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:48.652951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:48.709736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:48.710556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:48.710666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:48.710698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:48.835824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:48.835975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:48.836014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:48.836042] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:48.839431] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2025-12-10T20:22:48.839767] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-10T20:22:48.839898] [INFO ] [sig       ] EA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:48.987373] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EA.txt
[2025-12-10T20:22:48.987522] [INFO ] [sig       ] [1038/3612] Completed EA in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 15.0m
[2025-12-10T20:22:48.987560] [INFO ] [sig       ] [1039/3612] Forecasting EAF...
[2025-12-10T20:22:48.987612] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-10T20:22:48.987642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-10T20:22:48.999729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-10T20:22:49.000098] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-10T20:22:49.000876] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-10T20:22:49.000927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:49.000958] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:49.000984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:49.001039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:49.059318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:49.060149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:49.060245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:49.060276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:49.182148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:49.182309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:49.182349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:49.182377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:49.186114] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-10T20:22:49.186449] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-10T20:22:49.186595] [INFO ] [sig       ] EAF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:49.332729] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EAF.txt
[2025-12-10T20:22:49.332888] [INFO ] [sig       ] [1039/3612] Completed EAF in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:49.332960] [INFO ] [sig       ] [1040/3612] Forecasting EAI...
[2025-12-10T20:22:49.332991] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-10T20:22:49.333020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-10T20:22:49.345510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-10T20:22:49.345923] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-10T20:22:49.346744] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-10T20:22:49.346800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:49.346831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:49.346857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:49.346912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:49.405969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:49.407028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:49.407107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:49.407138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:49.528420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:49.528618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:49.528660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:49.528689] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:49.532140] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-10T20:22:49.532453] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-10T20:22:49.532597] [INFO ] [sig       ] EAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:49.675138] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EAI.txt
[2025-12-10T20:22:49.675295] [INFO ] [sig       ] [1040/3612] Completed EAI in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:49.675338] [INFO ] [sig       ] [1041/3612] Forecasting EARN...
[2025-12-10T20:22:49.675366] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-10T20:22:49.675395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-10T20:22:49.687231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-10T20:22:49.687645] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-10T20:22:49.688454] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-10T20:22:49.688505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:49.688535] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:49.688561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:49.688645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:49.746764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:49.747813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:49.747914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:49.747944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:49.875531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:49.875704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:49.875744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:49.875772] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:49.879353] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-12-10T20:22:49.879678] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-10T20:22:49.879810] [INFO ] [sig       ] EARN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:50.031478] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EARN.txt
[2025-12-10T20:22:50.031739] [INFO ] [sig       ] [1041/3612] Completed EARN in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:50.031798] [INFO ] [sig       ] [1042/3612] Forecasting EB...
[2025-12-10T20:22:50.031832] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-10T20:22:50.031864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-10T20:22:50.043472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-10T20:22:50.043871] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-10T20:22:50.044652] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-10T20:22:50.044701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:50.044732] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:50.044757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:50.044811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:50.103982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:50.104851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:50.104950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:50.104981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:50.230792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:50.230943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:50.230983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:50.231010] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:50.234359] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-12-10T20:22:50.234687] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-10T20:22:50.234830] [INFO ] [sig       ] EB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:50.380925] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EB.txt
[2025-12-10T20:22:50.381085] [INFO ] [sig       ] [1042/3612] Completed EB in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:50.381126] [INFO ] [sig       ] [1043/3612] Forecasting EBAY...
[2025-12-10T20:22:50.381154] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-10T20:22:50.381183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-10T20:22:50.392672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-10T20:22:50.392971] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-10T20:22:50.393892] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-10T20:22:50.393941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:50.393971] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:50.393996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:50.394050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:50.451932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:50.452703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:50.452781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:50.452821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:50.576078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:50.576227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:50.576267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:50.576311] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:50.580081] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-10T20:22:50.580359] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-10T20:22:50.580479] [INFO ] [sig       ] EBAY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:50.726039] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EBAY.txt
[2025-12-10T20:22:50.726172] [INFO ] [sig       ] [1043/3612] Completed EBAY in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:50.726251] [INFO ] [sig       ] [1044/3612] Forecasting EBC...
[2025-12-10T20:22:50.726288] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-10T20:22:50.726323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-10T20:22:50.739447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-10T20:22:50.739861] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-10T20:22:50.740648] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-10T20:22:50.740698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:50.740729] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:50.740755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:50.740810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:50.800763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:50.801617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:50.801711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:50.801742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:50.926057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:50.926215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:50.926254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:50.926281] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:50.929724] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-10T20:22:50.930045] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-10T20:22:50.930177] [INFO ] [sig       ] EBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:51.079905] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EBC.txt
[2025-12-10T20:22:51.080064] [INFO ] [sig       ] [1044/3612] Completed EBC in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:51.080104] [INFO ] [sig       ] [1045/3612] Forecasting EBF...
[2025-12-10T20:22:51.080133] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-10T20:22:51.080162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-10T20:22:51.092004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-10T20:22:51.092387] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-10T20:22:51.093187] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-10T20:22:51.093241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:51.093272] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:51.093297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:51.093352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:51.151332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:51.152181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:51.152279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:51.152327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:51.275842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:51.275989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:51.276032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:51.276062] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:51.279803] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-10T20:22:51.280067] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-10T20:22:51.280186] [INFO ] [sig       ] EBF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:51.424843] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EBF.txt
[2025-12-10T20:22:51.424954] [INFO ] [sig       ] [1045/3612] Completed EBF in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 15.0m
[2025-12-10T20:22:51.424992] [INFO ] [sig       ] [1046/3612] Forecasting EBON...
[2025-12-10T20:22:51.425020] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-10T20:22:51.425047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-10T20:22:51.438097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-10T20:22:51.438408] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-10T20:22:51.439167] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-10T20:22:51.439223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:51.439259] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:51.439291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:51.439357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:51.495395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:51.496225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:51.496319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:51.496357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:51.599723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:51.599877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:51.599916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:51.599943] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:51.603299] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-10T20:22:51.603590] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-10T20:22:51.603718] [INFO ] [sig       ] EBON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:51.792846] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EBON.txt
[2025-12-10T20:22:51.792995] [INFO ] [sig       ] [1046/3612] Completed EBON in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:51.793034] [INFO ] [sig       ] [1047/3612] Forecasting EBS...
[2025-12-10T20:22:51.793062] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-10T20:22:51.793090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-10T20:22:51.804285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-10T20:22:51.804673] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-10T20:22:51.805459] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-10T20:22:51.805507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:51.805537] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:51.805634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:51.805693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:51.862194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:51.863006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:51.863087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:51.863120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:51.982986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:51.983134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:51.983175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:51.983202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:51.987219] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-12-10T20:22:51.987490] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-10T20:22:51.987628] [INFO ] [sig       ] EBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:52.133034] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EBS.txt
[2025-12-10T20:22:52.133180] [INFO ] [sig       ] [1047/3612] Completed EBS in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:52.133220] [INFO ] [sig       ] [1048/3612] Forecasting EC...
[2025-12-10T20:22:52.133250] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-10T20:22:52.133282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-10T20:22:52.144323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-10T20:22:52.144654] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-10T20:22:52.145409] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-10T20:22:52.145466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:52.145498] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:52.145524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:52.145598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:52.200764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:52.201512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:52.201625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:52.201659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:52.325128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:52.325284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:52.325323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:52.325351] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:52.328688] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-10T20:22:52.328952] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-10T20:22:52.329072] [INFO ] [sig       ] EC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:52.469631] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EC.txt
[2025-12-10T20:22:52.469784] [INFO ] [sig       ] [1048/3612] Completed EC in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:52.469824] [INFO ] [sig       ] [1049/3612] Forecasting ECC...
[2025-12-10T20:22:52.469851] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-10T20:22:52.469878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-10T20:22:52.480875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-10T20:22:52.481237] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-10T20:22:52.482019] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-10T20:22:52.482083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:52.482113] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:52.482138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:52.482193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:52.540908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:52.541719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:52.541799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:52.541830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:52.662312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:52.662463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:52.662502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:52.662530] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:52.666112] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-10T20:22:52.666586] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-10T20:22:52.666709] [INFO ] [sig       ] ECC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:52.822589] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ECC.txt
[2025-12-10T20:22:52.822740] [INFO ] [sig       ] [1049/3612] Completed ECC in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:52.822780] [INFO ] [sig       ] [1050/3612] Forecasting ECL...
[2025-12-10T20:22:52.822807] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-10T20:22:52.822835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-10T20:22:52.835958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-10T20:22:52.836313] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-10T20:22:52.837195] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-10T20:22:52.837255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:52.837293] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:52.837331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:52.837393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:52.899364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:52.900136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:52.900217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:52.900250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:53.026645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:53.026802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:53.026845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:53.026874] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:53.030721] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-10T20:22:53.031217] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-10T20:22:53.031371] [INFO ] [sig       ] ECL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:53.179430] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ECL.txt
[2025-12-10T20:22:53.179590] [INFO ] [sig       ] [1050/3612] Completed ECL in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:53.179634] [INFO ] [sig       ] [1051/3612] Forecasting ECPG...
[2025-12-10T20:22:53.179663] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-10T20:22:53.179692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-10T20:22:53.192142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-10T20:22:53.192475] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-10T20:22:53.193333] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-10T20:22:53.193385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:53.193417] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:53.193443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:53.193508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:53.259046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:53.259856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:53.259938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:53.259971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:53.379014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:53.379169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:53.379209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:53.379237] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:53.383044] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-10T20:22:53.383325] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-10T20:22:53.383622] [INFO ] [sig       ] ECPG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:53.529046] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ECPG.txt
[2025-12-10T20:22:53.529200] [INFO ] [sig       ] [1051/3612] Completed ECPG in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:53.529241] [INFO ] [sig       ] [1052/3612] Forecasting ECX...
[2025-12-10T20:22:53.529274] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-10T20:22:53.529305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-10T20:22:53.541252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-10T20:22:53.541602] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-10T20:22:53.542443] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-10T20:22:53.542494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:53.542526] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:53.542552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:53.542642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:53.600593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:53.601345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:53.601428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:53.601461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:53.727438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:53.727603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:53.727644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:53.727671] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:53.731108] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-10T20:22:53.731383] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-10T20:22:53.731510] [INFO ] [sig       ] ECX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:53.884256] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ECX.txt
[2025-12-10T20:22:53.884439] [INFO ] [sig       ] [1052/3612] Completed ECX in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:53.884485] [INFO ] [sig       ] [1053/3612] Forecasting ED...
[2025-12-10T20:22:53.884516] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-10T20:22:53.884553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-10T20:22:53.897283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-10T20:22:53.897623] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-10T20:22:53.898514] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-10T20:22:53.898568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:53.898640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:53.898678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:53.898754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:53.962679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:53.963690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:53.963774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:53.963807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:54.096599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:54.096747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:54.096785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:54.096815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:54.101030] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-10T20:22:54.101312] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-10T20:22:54.101443] [INFO ] [sig       ] ED: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:54.253746] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ED.txt
[2025-12-10T20:22:54.253904] [INFO ] [sig       ] [1053/3612] Completed ED in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:54.253949] [INFO ] [sig       ] [1054/3612] Forecasting EDAP...
[2025-12-10T20:22:54.253980] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-10T20:22:54.254010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-10T20:22:54.267907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-10T20:22:54.268523] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-10T20:22:54.269562] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-10T20:22:54.269636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:54.269673] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:54.269703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:54.269763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:54.336236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:54.337903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:54.338008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:54.338043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:54.467544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:54.467809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:54.467854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:54.467882] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:54.471880] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-10T20:22:54.472260] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-10T20:22:54.472417] [INFO ] [sig       ] EDAP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:54.656157] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EDAP.txt
[2025-12-10T20:22:54.656381] [INFO ] [sig       ] [1054/3612] Completed EDAP in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:54.656427] [INFO ] [sig       ] [1055/3612] Forecasting EDBL...
[2025-12-10T20:22:54.656457] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-10T20:22:54.656488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-10T20:22:54.670944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-10T20:22:54.671414] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-10T20:22:54.672693] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-10T20:22:54.672760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:54.672801] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:54.672833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:54.672900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:54.739357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:54.740731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:54.740824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:54.740857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:54.867974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:54.868134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:54.868174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:54.868202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:54.871993] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-10T20:22:54.872336] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-10T20:22:54.872670] [INFO ] [sig       ] EDBL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:55.034426] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EDBL.txt
[2025-12-10T20:22:55.034798] [INFO ] [sig       ] [1055/3612] Completed EDBL in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.9m
[2025-12-10T20:22:55.034839] [INFO ] [sig       ] [1056/3612] Forecasting EDD...
[2025-12-10T20:22:55.034869] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-10T20:22:55.034897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-10T20:22:55.046135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-10T20:22:55.046495] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-10T20:22:55.047323] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-10T20:22:55.047376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:55.047410] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:55.047439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:55.047497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:55.110971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:55.111877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:55.111965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:55.111999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:55.239671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:55.239842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:55.239882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:55.239910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:55.243382] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-12-10T20:22:55.243674] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-10T20:22:55.243795] [INFO ] [sig       ] EDD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:55.394661] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EDD.txt
[2025-12-10T20:22:55.394816] [INFO ] [sig       ] [1056/3612] Completed EDD in 0.4s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:55.394856] [INFO ] [sig       ] [1057/3612] Forecasting EDF...
[2025-12-10T20:22:55.394885] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-10T20:22:55.394914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-10T20:22:55.406599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-10T20:22:55.406975] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-10T20:22:55.408014] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-10T20:22:55.408064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:55.408095] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:55.408120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:55.408175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:55.466524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:55.467840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:55.467921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:55.467953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:55.586482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:55.586657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:55.586697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:55.586743] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:55.590237] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-10T20:22:55.590549] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-10T20:22:55.590708] [INFO ] [sig       ] EDF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:55.735712] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EDF.txt
[2025-12-10T20:22:55.735868] [INFO ] [sig       ] [1057/3612] Completed EDF in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:55.735908] [INFO ] [sig       ] [1058/3612] Forecasting EDN...
[2025-12-10T20:22:55.735937] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-10T20:22:55.735966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-10T20:22:55.747389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-10T20:22:55.747813] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-10T20:22:55.748605] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-10T20:22:55.748656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:55.748687] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:55.748712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:55.748767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:55.806302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:55.807201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:55.807283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:55.807314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:55.933191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:55.933342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:55.933380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:55.933407] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:55.936809] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=33.34%)
[2025-12-10T20:22:55.937126] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-10T20:22:55.937261] [INFO ] [sig       ] EDN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:56.087096] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EDN.txt
[2025-12-10T20:22:56.087250] [INFO ] [sig       ] [1058/3612] Completed EDN in 0.4s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:56.087297] [INFO ] [sig       ] [1059/3612] Forecasting EE...
[2025-12-10T20:22:56.087334] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-10T20:22:56.087370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-10T20:22:56.099744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-10T20:22:56.100115] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-10T20:22:56.100917] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-10T20:22:56.100970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:56.101002] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:56.101029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:56.101086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:56.160191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:56.161307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:56.161396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:56.161428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:56.281904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:56.282056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:56.282096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:56.282124] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:56.285471] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=54.00%)
[2025-12-10T20:22:56.285790] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-10T20:22:56.285922] [INFO ] [sig       ] EE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:56.429942] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EE.txt
[2025-12-10T20:22:56.430097] [INFO ] [sig       ] [1059/3612] Completed EE in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:56.430136] [INFO ] [sig       ] [1060/3612] Forecasting EEMA...
[2025-12-10T20:22:56.430165] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-10T20:22:56.430193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-10T20:22:56.441294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-10T20:22:56.441672] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-10T20:22:56.442443] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-10T20:22:56.442492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:56.442534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:56.442560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:56.442636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:56.500541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:56.501384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:56.501466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:56.501499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:56.617959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:56.618108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:56.618145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:56.618172] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:56.621475] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-10T20:22:56.621772] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-10T20:22:56.621896] [INFO ] [sig       ] EEMA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:56.762403] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EEMA.txt
[2025-12-10T20:22:56.762557] [INFO ] [sig       ] [1060/3612] Completed EEMA in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:56.762641] [INFO ] [sig       ] [1061/3612] Forecasting EEX...
[2025-12-10T20:22:56.762672] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-10T20:22:56.762701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-10T20:22:56.773562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-10T20:22:56.773906] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-10T20:22:56.774682] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-10T20:22:56.774734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:56.774768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:56.774793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:56.774848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:56.831506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:56.832358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:56.832446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:56.832477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:56.953403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:56.953542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:56.953599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:56.953629] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:56.956915] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-10T20:22:56.957187] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-10T20:22:56.957310] [INFO ] [sig       ] EEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:57.106600] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EEX.txt
[2025-12-10T20:22:57.106764] [INFO ] [sig       ] [1061/3612] Completed EEX in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:57.106806] [INFO ] [sig       ] [1062/3612] Forecasting EFC...
[2025-12-10T20:22:57.106833] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-10T20:22:57.106861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-10T20:22:57.122032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-10T20:22:57.122488] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-10T20:22:57.123909] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-10T20:22:57.123972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:57.124015] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:57.124053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:57.124132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:57.192739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:57.193641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:57.193747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:57.193780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:57.312428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:57.312607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:57.312646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:57.312673] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:57.315982] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-10T20:22:57.316275] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-10T20:22:57.316405] [INFO ] [sig       ] EFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:57.457488] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EFC.txt
[2025-12-10T20:22:57.457656] [INFO ] [sig       ] [1062/3612] Completed EFC in 0.4s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:57.457709] [INFO ] [sig       ] [1063/3612] Forecasting EFSC...
[2025-12-10T20:22:57.457749] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-10T20:22:57.457778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-10T20:22:57.468848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-10T20:22:57.469176] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-10T20:22:57.469953] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-10T20:22:57.470003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:57.470033] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:57.470060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:57.470114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:57.531203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:57.532230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:57.532309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:57.532348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:57.656674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:57.656835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:57.656885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:57.656913] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:57.661028] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-10T20:22:57.661346] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-10T20:22:57.661482] [INFO ] [sig       ] EFSC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:57.806193] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EFSC.txt
[2025-12-10T20:22:57.806346] [INFO ] [sig       ] [1063/3612] Completed EFSC in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.9m
[2025-12-10T20:22:57.806384] [INFO ] [sig       ] [1064/3612] Forecasting EFX...
[2025-12-10T20:22:57.806419] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-10T20:22:57.806462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-10T20:22:57.818390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-10T20:22:57.818801] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-10T20:22:57.819604] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-10T20:22:57.819653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:57.819683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:57.819742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:57.819800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:57.878459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:57.879353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:57.879444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:57.879476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:57.997117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:57.997261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:57.997300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:57.997330] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:58.000712] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-10T20:22:58.000986] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-10T20:22:58.001111] [INFO ] [sig       ] EFX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:58.141934] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EFX.txt
[2025-12-10T20:22:58.142045] [INFO ] [sig       ] [1064/3612] Completed EFX in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:22:58.142082] [INFO ] [sig       ] [1065/3612] Forecasting EG...
[2025-12-10T20:22:58.142110] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-10T20:22:58.142137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-10T20:22:58.153017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-10T20:22:58.153286] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-10T20:22:58.154043] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-10T20:22:58.154092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:58.154122] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:58.154148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:58.154203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:58.212864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:58.213642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:58.213722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:58.213754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:58.333684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:58.333857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:58.333905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:58.333934] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:58.337391] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=32.26%)
[2025-12-10T20:22:58.337710] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-10T20:22:58.337860] [INFO ] [sig       ] EG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:58.482996] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EG.txt
[2025-12-10T20:22:58.483146] [INFO ] [sig       ] [1065/3612] Completed EG in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:22:58.483186] [INFO ] [sig       ] [1066/3612] Forecasting EGAN...
[2025-12-10T20:22:58.483215] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-10T20:22:58.483243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-10T20:22:58.495525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-10T20:22:58.496096] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-10T20:22:58.496939] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-10T20:22:58.496992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:58.497024] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:58.497050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:58.497105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:58.557115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:58.558240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:58.558344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:58.558397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:58.686561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:58.686908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:58.686949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:58.686977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:58.690773] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-10T20:22:58.691049] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-10T20:22:58.691173] [INFO ] [sig       ] EGAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:58.834703] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EGAN.txt
[2025-12-10T20:22:58.834830] [INFO ] [sig       ] [1066/3612] Completed EGAN in 0.4s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:22:58.834869] [INFO ] [sig       ] [1067/3612] Forecasting EGBN...
[2025-12-10T20:22:58.834897] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-10T20:22:58.834925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-10T20:22:58.847057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-10T20:22:58.847350] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-10T20:22:58.848135] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-10T20:22:58.848184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:58.848215] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:58.848241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:58.848295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:58.907494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:58.908307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:58.908385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:58.908418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:59.025216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:59.025365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:59.025402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:59.025445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:59.028792] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-10T20:22:59.029087] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-10T20:22:59.029208] [INFO ] [sig       ] EGBN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:59.168143] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EGBN.txt
[2025-12-10T20:22:59.168280] [INFO ] [sig       ] [1067/3612] Completed EGBN in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:22:59.168318] [INFO ] [sig       ] [1068/3612] Forecasting EGP...
[2025-12-10T20:22:59.168349] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-10T20:22:59.168383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-10T20:22:59.179838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-10T20:22:59.180136] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-10T20:22:59.180913] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-10T20:22:59.180962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:59.180993] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:59.181019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:59.181074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:59.239138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:59.240100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:59.240179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:59.240210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:59.360484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:59.360662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:59.360701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:59.360730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:59.364135] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-10T20:22:59.364400] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-10T20:22:59.364516] [INFO ] [sig       ] EGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:22:59.506969] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EGP.txt
[2025-12-10T20:22:59.507111] [INFO ] [sig       ] [1068/3612] Completed EGP in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:22:59.507150] [INFO ] [sig       ] [1069/3612] Forecasting EGY...
[2025-12-10T20:22:59.507178] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-10T20:22:59.507206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-10T20:22:59.518334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-10T20:22:59.518664] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-10T20:22:59.519404] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-10T20:22:59.519452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:59.519481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:59.519507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:59.519561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:59.576743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:59.577532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:59.577632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:59.577680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:22:59.698017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:22:59.698199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:22:59.698240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:22:59.698266] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:22:59.702178] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-10T20:22:59.702460] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-10T20:22:59.702616] [INFO ] [sig       ] EGY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:22:59.844375] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EGY.txt
[2025-12-10T20:22:59.844526] [INFO ] [sig       ] [1069/3612] Completed EGY in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:22:59.844564] [INFO ] [sig       ] [1070/3612] Forecasting EH...
[2025-12-10T20:22:59.844612] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-10T20:22:59.844641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-10T20:22:59.856235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-10T20:22:59.856595] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-10T20:22:59.857366] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-10T20:22:59.857415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:22:59.857445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:22:59.857470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:22:59.857524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:22:59.915722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:22:59.916554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:22:59.916655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:22:59.916687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:00.035534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:00.035700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:00.035739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:00.035767] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:00.039073] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-10T20:23:00.039337] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-10T20:23:00.039453] [INFO ] [sig       ] EH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:00.177623] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EH.txt
[2025-12-10T20:23:00.177761] [INFO ] [sig       ] [1070/3612] Completed EH in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:23:00.177808] [INFO ] [sig       ] [1071/3612] Forecasting EHAB...
[2025-12-10T20:23:00.177837] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-10T20:23:00.177865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-10T20:23:00.189990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-10T20:23:00.190267] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-10T20:23:00.191242] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-10T20:23:00.191292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:00.191322] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:00.191348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:00.191413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:00.256294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:00.257233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:00.257315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:00.257347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:00.384730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:00.384888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:00.384927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:00.384954] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:00.388353] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2025-12-10T20:23:00.388680] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-10T20:23:00.388812] [INFO ] [sig       ] EHAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:00.529528] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EHAB.txt
[2025-12-10T20:23:00.529673] [INFO ] [sig       ] [1071/3612] Completed EHAB in 0.4s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:23:00.529713] [INFO ] [sig       ] [1072/3612] Forecasting EHC...
[2025-12-10T20:23:00.529741] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-10T20:23:00.529770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-10T20:23:00.540946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-10T20:23:00.541217] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-10T20:23:00.541978] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-10T20:23:00.542028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:00.542058] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:00.542084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:00.542138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:00.598459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:00.599256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:00.599338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:00.599370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:00.716136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:00.716282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:00.716320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:00.716348] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:00.719665] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-10T20:23:00.719930] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-10T20:23:00.720050] [INFO ] [sig       ] EHC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:00.861094] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EHC.txt
[2025-12-10T20:23:00.861216] [INFO ] [sig       ] [1072/3612] Completed EHC in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.8m
[2025-12-10T20:23:00.861254] [INFO ] [sig       ] [1073/3612] Forecasting EHI...
[2025-12-10T20:23:00.861282] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-10T20:23:00.861311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-10T20:23:00.871968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-10T20:23:00.872232] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-10T20:23:00.872979] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-10T20:23:00.873040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:00.873071] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:00.873096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:00.873150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:00.934269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:00.935245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:00.935327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:00.935358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:01.053338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:01.053494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:01.053532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:01.053560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:01.056906] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-10T20:23:01.057198] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-10T20:23:01.057324] [INFO ] [sig       ] EHI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:01.200170] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EHI.txt
[2025-12-10T20:23:01.200325] [INFO ] [sig       ] [1073/3612] Completed EHI in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:01.200364] [INFO ] [sig       ] [1074/3612] Forecasting EHTH...
[2025-12-10T20:23:01.200393] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-10T20:23:01.200422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-10T20:23:01.211967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-10T20:23:01.212352] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-10T20:23:01.213146] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-10T20:23:01.213197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:01.213227] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:01.213253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:01.213309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:01.269223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:01.270050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:01.270129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:01.270160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:01.385223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:01.385380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:01.385418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:01.385444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:01.388747] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-12-10T20:23:01.389014] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-10T20:23:01.389133] [INFO ] [sig       ] EHTH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:01.528940] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EHTH.txt
[2025-12-10T20:23:01.529099] [INFO ] [sig       ] [1074/3612] Completed EHTH in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:01.529140] [INFO ] [sig       ] [1075/3612] Forecasting EIC...
[2025-12-10T20:23:01.529168] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-10T20:23:01.529196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-10T20:23:01.541377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-10T20:23:01.541813] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-10T20:23:01.542643] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-10T20:23:01.542695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:01.542728] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:01.542754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:01.542810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:01.600260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:01.601164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:01.601266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:01.601299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:01.724316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:01.724473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:01.724513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:01.724544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:01.728025] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-10T20:23:01.728348] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-10T20:23:01.728491] [INFO ] [sig       ] EIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:01.876352] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EIC.txt
[2025-12-10T20:23:01.876520] [INFO ] [sig       ] [1075/3612] Completed EIC in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:01.876565] [INFO ] [sig       ] [1076/3612] Forecasting EIG...
[2025-12-10T20:23:01.876614] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-10T20:23:01.876645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-10T20:23:01.888773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-10T20:23:01.889126] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-10T20:23:01.889907] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-10T20:23:01.889958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:01.889988] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:01.890014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:01.890069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:01.946196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:01.946893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:01.946971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:01.947002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:02.061794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:02.061943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:02.061994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:02.062033] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:02.065538] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-12-10T20:23:02.065829] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-10T20:23:02.065953] [INFO ] [sig       ] EIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:02.208057] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EIG.txt
[2025-12-10T20:23:02.208208] [INFO ] [sig       ] [1076/3612] Completed EIG in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:02.208254] [INFO ] [sig       ] [1077/3612] Forecasting EIX...
[2025-12-10T20:23:02.208283] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-10T20:23:02.208312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-10T20:23:02.220616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-10T20:23:02.221019] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-10T20:23:02.221865] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-10T20:23:02.221918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:02.221950] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:02.221976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:02.222032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:02.278564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:02.279497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:02.279612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:02.279648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:02.394922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:02.395079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:02.395119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:02.395146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:02.398631] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-10T20:23:02.398958] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-10T20:23:02.399093] [INFO ] [sig       ] EIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:02.538128] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EIX.txt
[2025-12-10T20:23:02.538260] [INFO ] [sig       ] [1077/3612] Completed EIX in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:02.538326] [INFO ] [sig       ] [1078/3612] Forecasting EKSO...
[2025-12-10T20:23:02.538356] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-10T20:23:02.538385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-10T20:23:02.549148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-10T20:23:02.549434] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-10T20:23:02.550204] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-10T20:23:02.550254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:02.550285] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:02.550310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:02.550365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:02.606971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:02.607704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:02.607799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:02.607831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:02.723459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:02.723634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:02.723675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:02.723704] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:02.726992] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-12-10T20:23:02.727283] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-10T20:23:02.727409] [INFO ] [sig       ] EKSO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:02.871708] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EKSO.txt
[2025-12-10T20:23:02.871871] [INFO ] [sig       ] [1078/3612] Completed EKSO in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:02.871917] [INFO ] [sig       ] [1079/3612] Forecasting EL...
[2025-12-10T20:23:02.871947] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-10T20:23:02.871975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-10T20:23:02.884174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-10T20:23:02.884553] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-10T20:23:02.885382] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-10T20:23:02.885435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:02.885469] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:02.885502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:02.885560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:02.945805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:02.946712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:02.946803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:02.946838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:03.071840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:03.071993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:03.072031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:03.072058] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:03.075385] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-10T20:23:03.075691] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-10T20:23:03.075815] [INFO ] [sig       ] EL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:03.221472] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EL.txt
[2025-12-10T20:23:03.221629] [INFO ] [sig       ] [1079/3612] Completed EL in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.8m
[2025-12-10T20:23:03.221671] [INFO ] [sig       ] [1080/3612] Forecasting ELAB...
[2025-12-10T20:23:03.221699] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-10T20:23:03.221728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-10T20:23:03.232682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-10T20:23:03.232942] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-10T20:23:03.233706] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-10T20:23:03.233756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:03.233787] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:03.233813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:03.233868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:03.291358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:03.292020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:03.292096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:03.292129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:03.409250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:03.409408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:03.409467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:03.409495] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:03.413026] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-10T20:23:03.413343] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-10T20:23:03.413480] [INFO ] [sig       ] ELAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:03.560516] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ELAB.txt
[2025-12-10T20:23:03.560683] [INFO ] [sig       ] [1080/3612] Completed ELAB in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:03.560723] [INFO ] [sig       ] [1081/3612] Forecasting ELAN...
[2025-12-10T20:23:03.560752] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-10T20:23:03.560780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-10T20:23:03.575835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-10T20:23:03.576315] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-10T20:23:03.577400] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-10T20:23:03.577467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:03.577513] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:03.577614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:03.577705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:03.646476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:03.647316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:03.647396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:03.647430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:03.766891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:03.767034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:03.767072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:03.767099] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:03.770418] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-10T20:23:03.770724] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-10T20:23:03.770848] [INFO ] [sig       ] ELAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:03.909878] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ELAN.txt
[2025-12-10T20:23:03.910003] [INFO ] [sig       ] [1081/3612] Completed ELAN in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:03.910041] [INFO ] [sig       ] [1082/3612] Forecasting ELC...
[2025-12-10T20:23:03.910069] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-10T20:23:03.910098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-10T20:23:03.921814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-10T20:23:03.922181] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-10T20:23:03.922964] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-10T20:23:03.923039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:03.923079] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:03.923111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:03.923166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:03.981134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:03.982016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:03.982102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:03.982135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:04.095097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:04.095258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:04.095299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:04.095329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:04.098831] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=72.53%)
[2025-12-10T20:23:04.099131] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-10T20:23:04.099265] [INFO ] [sig       ] ELC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:04.246286] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ELC.txt
[2025-12-10T20:23:04.246446] [INFO ] [sig       ] [1082/3612] Completed ELC in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:04.246485] [INFO ] [sig       ] [1083/3612] Forecasting ELDN...
[2025-12-10T20:23:04.246514] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-10T20:23:04.246542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-10T20:23:04.261776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-10T20:23:04.262212] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-10T20:23:04.263021] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-10T20:23:04.263071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:04.263101] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:04.263127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:04.263182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:04.322275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:04.323205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:04.323291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:04.323325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:04.442788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:04.442940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:04.442982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:04.443009] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:04.446325] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-10T20:23:04.446659] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-10T20:23:04.446789] [INFO ] [sig       ] ELDN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:04.592263] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ELDN.txt
[2025-12-10T20:23:04.592416] [INFO ] [sig       ] [1083/3612] Completed ELDN in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:04.592455] [INFO ] [sig       ] [1084/3612] Forecasting ELF...
[2025-12-10T20:23:04.592485] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-10T20:23:04.592516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-10T20:23:04.604725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-10T20:23:04.605301] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-10T20:23:04.606101] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-10T20:23:04.606152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:04.606197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:04.606227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:04.606285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:04.664794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:04.665454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:04.665531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:04.665565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:04.782804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:04.782936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:04.782973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:04.783000] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:04.786247] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-10T20:23:04.786509] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-10T20:23:04.786645] [INFO ] [sig       ] ELF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:04.930225] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ELF.txt
[2025-12-10T20:23:04.930352] [INFO ] [sig       ] [1084/3612] Completed ELF in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:04.930390] [INFO ] [sig       ] [1085/3612] Forecasting ELME...
[2025-12-10T20:23:04.930419] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-10T20:23:04.930447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-10T20:23:04.945454] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ELME'.
[2025-12-10T20:23:04.945801] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-10T20:23:04.946558] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-10T20:23:04.946627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:04.946658] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:04.946684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:04.946753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:05.004980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:05.005597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:05.005672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:05.005703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:05.123778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:05.123905] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:23:05.123941] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:05.123968] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:05.127506] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-10T20:23:05.127806] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-10T20:23:05.127930] [INFO ] [sig       ] ELME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-10T20:23:05.269473] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELME.txt
[2025-12-10T20:23:05.269612] [INFO ] [sig       ] [1085/3612] Completed ELME in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:05.269668] [INFO ] [sig       ] [1086/3612] Forecasting ELP...
[2025-12-10T20:23:05.269698] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-10T20:23:05.269726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-10T20:23:05.281935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-10T20:23:05.282206] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-10T20:23:05.282961] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-10T20:23:05.283012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:05.283042] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:05.283068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:05.283122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:05.342409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:05.343011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:05.343085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:05.343115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:05.460401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:05.460550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:05.460605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:05.460634] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:05.464277] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-10T20:23:05.464543] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-10T20:23:05.464679] [INFO ] [sig       ] ELP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:05.615599] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ELP.txt
[2025-12-10T20:23:05.615779] [INFO ] [sig       ] [1086/3612] Completed ELP in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:05.615822] [INFO ] [sig       ] [1087/3612] Forecasting ELS...
[2025-12-10T20:23:05.615853] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-10T20:23:05.615880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-10T20:23:05.628473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-10T20:23:05.628879] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-10T20:23:05.629698] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-10T20:23:05.629749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:05.629779] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:05.629804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:05.629859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:05.689553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:05.690395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:05.690473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:05.690505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:05.808842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:05.808993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:05.809031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:05.809058] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:05.812392] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-10T20:23:05.812694] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-10T20:23:05.812817] [INFO ] [sig       ] ELS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:05.954847] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ELS.txt
[2025-12-10T20:23:05.955004] [INFO ] [sig       ] [1087/3612] Completed ELS in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:05.955048] [INFO ] [sig       ] [1088/3612] Forecasting ELTX...
[2025-12-10T20:23:05.955104] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-10T20:23:05.955138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-10T20:23:05.966949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-10T20:23:05.967343] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-10T20:23:05.968177] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-10T20:23:05.968229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:05.968261] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:05.968287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:05.968344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:06.027150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:06.028074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:06.028161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:06.028192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:06.142756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:06.142917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:06.142956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:06.142983] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:06.146279] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=19.29%)
[2025-12-10T20:23:06.146552] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-10T20:23:06.146692] [INFO ] [sig       ] ELTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:06.285999] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ELTX.txt
[2025-12-10T20:23:06.286132] [INFO ] [sig       ] [1088/3612] Completed ELTX in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:06.286170] [INFO ] [sig       ] [1089/3612] Forecasting ELVA...
[2025-12-10T20:23:06.286198] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-10T20:23:06.286227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-10T20:23:06.300728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-10T20:23:06.301070] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-10T20:23:06.301860] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-10T20:23:06.301911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:06.301942] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:06.301968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:06.302023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:06.357403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:06.358251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:06.358329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:06.358360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:06.473343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:06.473497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:06.473536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:06.473563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:06.476847] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-12-10T20:23:06.477112] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-10T20:23:06.477254] [INFO ] [sig       ] ELVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:06.614541] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ELVA.txt
[2025-12-10T20:23:06.614703] [INFO ] [sig       ] [1089/3612] Completed ELVA in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:06.614741] [INFO ] [sig       ] [1090/3612] Forecasting ELVN...
[2025-12-10T20:23:06.614769] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-10T20:23:06.614798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-10T20:23:06.626160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-10T20:23:06.626492] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-10T20:23:06.627283] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-10T20:23:06.627333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:06.627363] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:06.627388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:06.627442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:06.684667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:06.685499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:06.685604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:06.685640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:06.800512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:06.800695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:06.800734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:06.800762] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:06.804207] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2025-12-10T20:23:06.804546] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-10T20:23:06.804710] [INFO ] [sig       ] ELVN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:06.942830] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ELVN.txt
[2025-12-10T20:23:06.942970] [INFO ] [sig       ] [1090/3612] Completed ELVN in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.7m
[2025-12-10T20:23:06.943008] [INFO ] [sig       ] [1091/3612] Forecasting ELWS...
[2025-12-10T20:23:06.943036] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-10T20:23:06.943065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-10T20:23:06.955457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-10T20:23:06.955854] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-10T20:23:06.956668] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-10T20:23:06.956730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:06.956775] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:06.956812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:06.956871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:07.019413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:07.020339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:07.020461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:07.020497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:07.144618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:07.144769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:07.144810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:07.144856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:07.148850] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-12-10T20:23:07.149193] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-10T20:23:07.149362] [INFO ] [sig       ] ELWS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:07.309717] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ELWS.txt
[2025-12-10T20:23:07.309895] [INFO ] [sig       ] [1091/3612] Completed ELWS in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-10T20:23:07.309936] [INFO ] [sig       ] [1092/3612] Forecasting EM...
[2025-12-10T20:23:07.309963] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-10T20:23:07.309991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-10T20:23:07.321383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-10T20:23:07.321775] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-10T20:23:07.322552] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-10T20:23:07.322622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:07.322653] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:07.322678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:07.322733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:07.378433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:07.379292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:07.379375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:07.379406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:07.493772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:07.493925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:07.493964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:07.493992] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:07.497293] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-10T20:23:07.497561] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-10T20:23:07.497701] [INFO ] [sig       ] EM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:07.636163] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EM.txt
[2025-12-10T20:23:07.636319] [INFO ] [sig       ] [1092/3612] Completed EM in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-10T20:23:07.636358] [INFO ] [sig       ] [1093/3612] Forecasting EMB...
[2025-12-10T20:23:07.636386] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-10T20:23:07.636416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-10T20:23:07.648486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-10T20:23:07.648869] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-10T20:23:07.649651] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-10T20:23:07.649701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:07.649731] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:07.649758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:07.649813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:07.706316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:07.707191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:07.707272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:07.707321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:07.826688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:07.826840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:07.826878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:07.826905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:07.830329] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-10T20:23:07.830678] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-10T20:23:07.830811] [INFO ] [sig       ] EMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:07.975696] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EMB.txt
[2025-12-10T20:23:07.975849] [INFO ] [sig       ] [1093/3612] Completed EMB in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-10T20:23:07.975887] [INFO ] [sig       ] [1094/3612] Forecasting EMBC...
[2025-12-10T20:23:07.975915] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-10T20:23:07.975945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-10T20:23:07.987552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-10T20:23:07.987984] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-10T20:23:07.988869] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-10T20:23:07.988923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:07.988956] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:07.988983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:07.989040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:08.044783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:08.045656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:08.045733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:08.045765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:08.164502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:08.164670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:08.164709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:08.164737] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:08.168023] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-10T20:23:08.168290] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-10T20:23:08.168415] [INFO ] [sig       ] EMBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:08.306708] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EMBC.txt
[2025-12-10T20:23:08.306894] [INFO ] [sig       ] [1094/3612] Completed EMBC in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-10T20:23:08.306934] [INFO ] [sig       ] [1095/3612] Forecasting EMD...
[2025-12-10T20:23:08.306963] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-10T20:23:08.306992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-10T20:23:08.318291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-10T20:23:08.318680] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-10T20:23:08.319450] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-10T20:23:08.319499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:08.319531] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:08.319589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:08.319649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:08.375704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:08.376636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:08.376720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:08.376751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:08.493129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:08.493280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:08.493319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:08.493346] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:08.496623] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-12-10T20:23:08.496893] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-10T20:23:08.497010] [INFO ] [sig       ] EMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:08.637356] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EMD.txt
[2025-12-10T20:23:08.637487] [INFO ] [sig       ] [1095/3612] Completed EMD in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.7m
[2025-12-10T20:23:08.637525] [INFO ] [sig       ] [1096/3612] Forecasting EMF...
[2025-12-10T20:23:08.637554] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-10T20:23:08.637599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-10T20:23:08.648828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-10T20:23:08.649099] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-10T20:23:08.649866] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-10T20:23:08.649916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:08.649945] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:08.649970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:08.650023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:08.705870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:08.706507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:08.706602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:08.706637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:08.816618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:08.816735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:08.816769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:08.816797] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:08.820080] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-10T20:23:08.820353] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-10T20:23:08.820472] [INFO ] [sig       ] EMF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:08.965660] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EMF.txt
[2025-12-10T20:23:08.965811] [INFO ] [sig       ] [1096/3612] Completed EMF in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:08.965850] [INFO ] [sig       ] [1097/3612] Forecasting EML...
[2025-12-10T20:23:08.965879] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-10T20:23:08.965907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-10T20:23:08.977253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-10T20:23:08.977655] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-10T20:23:08.978458] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-10T20:23:08.978523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:08.978557] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:08.978605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:08.978664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:09.038306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:09.039186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:09.039269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:09.039303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:09.138884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:09.139015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:09.139051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:09.139079] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:09.142255] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-10T20:23:09.142517] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-10T20:23:09.142653] [INFO ] [sig       ] EML: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:09.281827] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EML.txt
[2025-12-10T20:23:09.281980] [INFO ] [sig       ] [1097/3612] Completed EML in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:09.282018] [INFO ] [sig       ] [1098/3612] Forecasting EMN...
[2025-12-10T20:23:09.282048] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-10T20:23:09.282076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-10T20:23:09.293277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-10T20:23:09.293653] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-10T20:23:09.294430] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-10T20:23:09.294482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:09.294541] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:09.294586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:09.294646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:09.353251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:09.354127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:09.354207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:09.354240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:09.471199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:09.471329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:09.471369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:09.471396] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:09.474678] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-10T20:23:09.474942] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-10T20:23:09.475059] [INFO ] [sig       ] EMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:09.615195] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EMN.txt
[2025-12-10T20:23:09.615312] [INFO ] [sig       ] [1098/3612] Completed EMN in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:09.615349] [INFO ] [sig       ] [1099/3612] Forecasting EMO...
[2025-12-10T20:23:09.615378] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-10T20:23:09.615406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-10T20:23:09.626018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-10T20:23:09.626289] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-10T20:23:09.627048] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-10T20:23:09.627098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:09.627128] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:09.627153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:09.627208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:09.684884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:09.685538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:09.685636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:09.685672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:09.794206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:09.794324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:09.794360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:09.794387] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:09.797697] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-12-10T20:23:09.797994] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-10T20:23:09.798118] [INFO ] [sig       ] EMO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:09.939281] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EMO.txt
[2025-12-10T20:23:09.939411] [INFO ] [sig       ] [1099/3612] Completed EMO in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:09.939448] [INFO ] [sig       ] [1100/3612] Forecasting EMXC...
[2025-12-10T20:23:09.939477] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-10T20:23:09.939506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-10T20:23:09.950263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-10T20:23:09.950565] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-10T20:23:09.951337] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-10T20:23:09.951386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:09.951417] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:09.951442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:09.951496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:10.007618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:10.008502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:10.008600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:10.008635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:10.128143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:10.128299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:10.128338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:10.128367] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:10.131804] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-10T20:23:10.132082] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-10T20:23:10.132208] [INFO ] [sig       ] EMXC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:10.272766] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EMXC.txt
[2025-12-10T20:23:10.272918] [INFO ] [sig       ] [1100/3612] Completed EMXC in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:10.272958] [INFO ] [sig       ] [1101/3612] Forecasting ENB...
[2025-12-10T20:23:10.272987] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-10T20:23:10.273016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-10T20:23:10.284118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-10T20:23:10.284448] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-10T20:23:10.285262] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-10T20:23:10.285313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:10.285345] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:10.285372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:10.285427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:10.342899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:10.343737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:10.343816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:10.343848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:10.466238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:10.466390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:10.466428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:10.466494] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:10.469829] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-12-10T20:23:10.470101] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-10T20:23:10.470221] [INFO ] [sig       ] ENB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:10.608553] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ENB.txt
[2025-12-10T20:23:10.608739] [INFO ] [sig       ] [1101/3612] Completed ENB in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:10.608780] [INFO ] [sig       ] [1102/3612] Forecasting ENGN...
[2025-12-10T20:23:10.608812] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-10T20:23:10.608843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-10T20:23:10.619413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-10T20:23:10.619760] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-10T20:23:10.620506] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-10T20:23:10.620556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:10.620604] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:10.620631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:10.620686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:10.678098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:10.678960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:10.679040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:10.679074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:10.797603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:10.797768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:10.797807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:10.797832] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:10.801322] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-10T20:23:10.801638] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-10T20:23:10.801770] [INFO ] [sig       ] ENGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:10.943588] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENGN.txt
[2025-12-10T20:23:10.943732] [INFO ] [sig       ] [1102/3612] Completed ENGN in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:10.943769] [INFO ] [sig       ] [1103/3612] Forecasting ENIC...
[2025-12-10T20:23:10.943798] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-10T20:23:10.943826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-10T20:23:10.955046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-10T20:23:10.955381] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-10T20:23:10.956146] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-10T20:23:10.956195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:10.956226] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:10.956252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:10.956308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:11.012389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:11.013076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:11.013154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:11.013185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:11.131486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:11.131654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:11.131694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:11.131723] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:11.135541] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-12-10T20:23:11.135853] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-10T20:23:11.136148] [INFO ] [sig       ] ENIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:11.278954] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ENIC.txt
[2025-12-10T20:23:11.279099] [INFO ] [sig       ] [1103/3612] Completed ENIC in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:11.279138] [INFO ] [sig       ] [1104/3612] Forecasting ENPH...
[2025-12-10T20:23:11.279167] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-10T20:23:11.279196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-10T20:23:11.290094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-10T20:23:11.290388] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-10T20:23:11.291194] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-10T20:23:11.291245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:11.291278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:11.291305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:11.291360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:11.350184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:11.350872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:11.350951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:11.350985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:11.464438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:11.464607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:11.464647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:11.464677] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:11.468164] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-10T20:23:11.468433] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-10T20:23:11.468553] [INFO ] [sig       ] ENPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:11.613700] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ENPH.txt
[2025-12-10T20:23:11.613839] [INFO ] [sig       ] [1104/3612] Completed ENPH in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:11.613877] [INFO ] [sig       ] [1105/3612] Forecasting ENS...
[2025-12-10T20:23:11.613913] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-10T20:23:11.613941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-10T20:23:11.630505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-10T20:23:11.630802] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-10T20:23:11.631544] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-10T20:23:11.631609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:11.631659] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:11.631686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:11.631745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:11.686903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:11.687513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:11.687603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:11.687636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:11.798490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:11.798626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:11.798662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:11.798689] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:11.801863] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-10T20:23:11.802155] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-10T20:23:11.802281] [INFO ] [sig       ] ENS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:11.942514] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENS.txt
[2025-12-10T20:23:11.942665] [INFO ] [sig       ] [1105/3612] Completed ENS in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:11.942704] [INFO ] [sig       ] [1106/3612] Forecasting ENSC...
[2025-12-10T20:23:11.942737] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-10T20:23:11.942765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-10T20:23:11.954187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-10T20:23:11.954465] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-10T20:23:11.955256] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-10T20:23:11.955306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:11.955336] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:11.955362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:11.955417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:12.011051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:12.011822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:12.011901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:12.011931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:12.130894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:12.131030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:12.131067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:12.131094] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:12.134327] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-10T20:23:12.134606] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-10T20:23:12.134726] [INFO ] [sig       ] ENSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:12.273460] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENSC.txt
[2025-12-10T20:23:12.273635] [INFO ] [sig       ] [1106/3612] Completed ENSC in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:12.273677] [INFO ] [sig       ] [1107/3612] Forecasting ENSG...
[2025-12-10T20:23:12.273706] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-10T20:23:12.273734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-10T20:23:12.285464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-10T20:23:12.285884] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-10T20:23:12.286737] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-10T20:23:12.286789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:12.286820] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:12.286848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:12.286905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:12.345246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:12.346121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:12.346202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:12.346235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:12.464887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:12.465044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:12.465083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:12.465110] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:12.468590] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-12-10T20:23:12.468894] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-10T20:23:12.469020] [INFO ] [sig       ] ENSG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:12.611536] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ENSG.txt
[2025-12-10T20:23:12.611708] [INFO ] [sig       ] [1107/3612] Completed ENSG in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:12.611748] [INFO ] [sig       ] [1108/3612] Forecasting ENTA...
[2025-12-10T20:23:12.611776] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-10T20:23:12.611805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-10T20:23:12.623244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-10T20:23:12.623634] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-10T20:23:12.624449] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-10T20:23:12.624514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:12.624546] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:12.624602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:12.624666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:12.682293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:12.683165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:12.683289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:12.683323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:12.802838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:12.802994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:12.803034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:12.803063] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:12.806595] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-12-10T20:23:12.806938] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-10T20:23:12.807071] [INFO ] [sig       ] ENTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:12.975368] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENTA.txt
[2025-12-10T20:23:12.975541] [INFO ] [sig       ] [1108/3612] Completed ENTA in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.6m
[2025-12-10T20:23:12.975600] [INFO ] [sig       ] [1109/3612] Forecasting ENTG...
[2025-12-10T20:23:12.975635] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-10T20:23:12.975665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-10T20:23:12.987194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-10T20:23:12.987552] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-10T20:23:12.988384] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-10T20:23:12.988435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:12.988467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:12.988493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:12.988560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:13.045078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:13.045982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:13.046068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:13.046100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:13.170552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:13.170729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:13.170770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:13.170799] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:13.174233] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-10T20:23:13.174530] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-10T20:23:13.174688] [INFO ] [sig       ] ENTG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:13.317211] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENTG.txt
[2025-12-10T20:23:13.317366] [INFO ] [sig       ] [1109/3612] Completed ENTG in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-10T20:23:13.317405] [INFO ] [sig       ] [1110/3612] Forecasting ENTX...
[2025-12-10T20:23:13.317436] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-10T20:23:13.317464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-10T20:23:13.329193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-10T20:23:13.329538] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-10T20:23:13.330304] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-10T20:23:13.330355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:13.330386] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:13.330412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:13.330469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:13.387091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:13.387998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:13.388083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:13.388116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:13.502707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:13.502859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:13.502897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:13.502925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:13.506519] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-12-10T20:23:13.506888] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-10T20:23:13.507027] [INFO ] [sig       ] ENTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:13.656041] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ENTX.txt
[2025-12-10T20:23:13.656207] [INFO ] [sig       ] [1110/3612] Completed ENTX in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-10T20:23:13.656248] [INFO ] [sig       ] [1111/3612] Forecasting ENVA...
[2025-12-10T20:23:13.656276] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-10T20:23:13.656306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-10T20:23:13.668173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-10T20:23:13.668544] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-10T20:23:13.669311] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-10T20:23:13.669360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:13.669392] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:13.669418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:13.669472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:13.729731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:13.730570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:13.730669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:13.730700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:13.854604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:13.854759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:13.854798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:13.854827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:13.858306] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-10T20:23:13.858660] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-10T20:23:13.858791] [INFO ] [sig       ] ENVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:14.008522] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENVA.txt
[2025-12-10T20:23:14.008727] [INFO ] [sig       ] [1111/3612] Completed ENVA in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.6m
[2025-12-10T20:23:14.008775] [INFO ] [sig       ] [1112/3612] Forecasting ENVB...
[2025-12-10T20:23:14.008807] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-10T20:23:14.008836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-10T20:23:14.021842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-10T20:23:14.022416] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-10T20:23:14.023240] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-10T20:23:14.023291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:14.023322] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:14.023348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:14.023403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:14.083882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:14.084753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:14.084833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:14.084865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:14.200608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:14.200764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:14.200802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:14.200829] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:14.204150] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-10T20:23:14.204434] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-10T20:23:14.204557] [INFO ] [sig       ] ENVB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:14.352664] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ENVB.txt
[2025-12-10T20:23:14.352814] [INFO ] [sig       ] [1112/3612] Completed ENVB in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:14.352852] [INFO ] [sig       ] [1113/3612] Forecasting ENVX...
[2025-12-10T20:23:14.352881] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-10T20:23:14.352909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-10T20:23:14.365022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-10T20:23:14.365413] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-10T20:23:14.366208] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-10T20:23:14.366258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:14.366289] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:14.366315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:14.366369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:14.423953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:14.424841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:14.424926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:14.424958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:14.551588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:14.551742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:14.551783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:14.551814] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:14.555311] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-12-10T20:23:14.555635] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-10T20:23:14.555804] [INFO ] [sig       ] ENVX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:14.711359] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ENVX.txt
[2025-12-10T20:23:14.711509] [INFO ] [sig       ] [1113/3612] Completed ENVX in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:14.711548] [INFO ] [sig       ] [1114/3612] Forecasting EOD...
[2025-12-10T20:23:14.711596] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-10T20:23:14.711627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-10T20:23:14.722662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-10T20:23:14.723045] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-10T20:23:14.723867] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-10T20:23:14.723932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:14.723968] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:14.723996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:14.724053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:14.783239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:14.784121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:14.784201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:14.784234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:14.904518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:14.904687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:14.904726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:14.904754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:14.908299] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2025-12-10T20:23:14.908663] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-10T20:23:14.908801] [INFO ] [sig       ] EOD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:15.058036] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EOD.txt
[2025-12-10T20:23:15.058188] [INFO ] [sig       ] [1114/3612] Completed EOD in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:15.058227] [INFO ] [sig       ] [1115/3612] Forecasting EOG...
[2025-12-10T20:23:15.058254] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-10T20:23:15.058283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-10T20:23:15.069751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-10T20:23:15.070124] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-10T20:23:15.070892] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-10T20:23:15.070942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:15.071000] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:15.071027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:15.071083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:15.128910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:15.129804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:15.129888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:15.129921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:15.252310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:15.252458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:15.252513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:15.252541] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:15.255814] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-10T20:23:15.256083] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-10T20:23:15.256205] [INFO ] [sig       ] EOG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:15.397998] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EOG.txt
[2025-12-10T20:23:15.398154] [INFO ] [sig       ] [1115/3612] Completed EOG in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:15.398194] [INFO ] [sig       ] [1116/3612] Forecasting EOI...
[2025-12-10T20:23:15.398222] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-10T20:23:15.398250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-10T20:23:15.411821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-10T20:23:15.412194] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-10T20:23:15.412965] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-10T20:23:15.413014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:15.413044] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:15.413069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:15.413123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:15.469530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:15.470374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:15.470453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:15.470484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:15.592193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:15.592367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:15.592411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:15.592440] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:15.595745] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-10T20:23:15.596018] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-10T20:23:15.596139] [INFO ] [sig       ] EOI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:15.737972] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EOI.txt
[2025-12-10T20:23:15.738121] [INFO ] [sig       ] [1116/3612] Completed EOI in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:15.738161] [INFO ] [sig       ] [1117/3612] Forecasting EOLS...
[2025-12-10T20:23:15.738189] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-10T20:23:15.738218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-10T20:23:15.749511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-10T20:23:15.749880] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-10T20:23:15.750660] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-10T20:23:15.750720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:15.750752] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:15.750780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:15.750839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:15.807471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:15.808368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:15.808463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:15.808495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:15.926847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:15.927005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:15.927043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:15.927070] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:15.930396] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-10T20:23:15.930688] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-10T20:23:15.930818] [INFO ] [sig       ] EOLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:16.077192] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EOLS.txt
[2025-12-10T20:23:16.077341] [INFO ] [sig       ] [1117/3612] Completed EOLS in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:16.077379] [INFO ] [sig       ] [1118/3612] Forecasting EOS...
[2025-12-10T20:23:16.077408] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-10T20:23:16.077437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-10T20:23:16.088873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-10T20:23:16.089238] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-10T20:23:16.090019] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-10T20:23:16.090069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:16.090100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:16.090125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:16.090180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:16.146508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:16.147358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:16.147437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:16.147468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:16.264526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:16.264693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:16.264733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:16.264798] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:16.268155] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-10T20:23:16.268442] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-10T20:23:16.268567] [INFO ] [sig       ] EOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:16.409563] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EOS.txt
[2025-12-10T20:23:16.409750] [INFO ] [sig       ] [1118/3612] Completed EOS in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:16.409788] [INFO ] [sig       ] [1119/3612] Forecasting EOSE...
[2025-12-10T20:23:16.409824] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-10T20:23:16.409852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-10T20:23:16.424886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-10T20:23:16.425347] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-10T20:23:16.426515] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-10T20:23:16.426607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:16.426678] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:16.426727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:16.426826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:16.485075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:16.485984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:16.486067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:16.486099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:16.610437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:16.610627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:16.610672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:16.610701] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:16.614406] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-10T20:23:16.614781] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-10T20:23:16.614926] [INFO ] [sig       ] EOSE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:16.800683] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EOSE.txt
[2025-12-10T20:23:16.800905] [INFO ] [sig       ] [1119/3612] Completed EOSE in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:16.800974] [INFO ] [sig       ] [1120/3612] Forecasting EPAC...
[2025-12-10T20:23:16.801025] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-10T20:23:16.801076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-10T20:23:16.817207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-10T20:23:16.821423] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-10T20:23:16.823657] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-10T20:23:16.823824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:16.823879] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:16.823917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:16.824001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:16.909233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:16.910502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:16.910652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:16.910698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:17.063998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:17.064189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:17.064242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:17.064284] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:17.069760] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-12-10T20:23:17.070317] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-10T20:23:17.070541] [INFO ] [sig       ] EPAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:17.294011] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EPAC.txt
[2025-12-10T20:23:17.294201] [INFO ] [sig       ] [1120/3612] Completed EPAC in 0.5s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:17.294243] [INFO ] [sig       ] [1121/3612] Forecasting EPAM...
[2025-12-10T20:23:17.294274] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-10T20:23:17.294305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-10T20:23:17.312911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-10T20:23:17.313466] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-10T20:23:17.314742] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-10T20:23:17.314816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:17.314863] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:17.314901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:17.314985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:17.391970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:17.393888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:17.394079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:17.394123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:17.559321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:17.559539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:17.559638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:17.559715] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:17.564918] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-10T20:23:17.565390] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-10T20:23:17.565620] [INFO ] [sig       ] EPAM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:17.795034] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EPAM.txt
[2025-12-10T20:23:17.795256] [INFO ] [sig       ] [1121/3612] Completed EPAM in 0.5s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:17.795318] [INFO ] [sig       ] [1122/3612] Forecasting EPC...
[2025-12-10T20:23:17.795361] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-10T20:23:17.795416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-10T20:23:17.811772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-10T20:23:17.812203] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-10T20:23:17.813353] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-10T20:23:17.813421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:17.813475] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:17.813523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:17.813633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:17.875057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:17.875935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:17.876020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:17.876054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:17.995298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:17.995453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:17.995495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:17.995523] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:17.998888] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=40.99%)
[2025-12-10T20:23:17.999170] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-10T20:23:17.999302] [INFO ] [sig       ] EPC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:18.147649] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EPC.txt
[2025-12-10T20:23:18.147822] [INFO ] [sig       ] [1122/3612] Completed EPC in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:18.147864] [INFO ] [sig       ] [1123/3612] Forecasting EPD...
[2025-12-10T20:23:18.147903] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-10T20:23:18.147933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-10T20:23:18.160015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-10T20:23:18.160414] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-10T20:23:18.161223] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-10T20:23:18.161275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:18.161307] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:18.161332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:18.161387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:18.218563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:18.219420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:18.219501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:18.219533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:18.337827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:18.337983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:18.338020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:18.338047] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:18.341381] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-12-10T20:23:18.341679] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-10T20:23:18.341806] [INFO ] [sig       ] EPD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:18.484184] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EPD.txt
[2025-12-10T20:23:18.484335] [INFO ] [sig       ] [1123/3612] Completed EPD in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:18.484377] [INFO ] [sig       ] [1124/3612] Forecasting EPSN...
[2025-12-10T20:23:18.484405] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-10T20:23:18.484434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-10T20:23:18.495857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-10T20:23:18.496244] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-10T20:23:18.497029] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-10T20:23:18.497079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:18.497109] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:18.497136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:18.497191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:18.554146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:18.555000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:18.555081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:18.555113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:18.674521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:18.674703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:18.674749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:18.674777] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:18.678151] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-10T20:23:18.678436] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-10T20:23:18.678568] [INFO ] [sig       ] EPSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:18.821427] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EPSN.txt
[2025-12-10T20:23:18.821597] [INFO ] [sig       ] [1124/3612] Completed EPSN in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.5m
[2025-12-10T20:23:18.821638] [INFO ] [sig       ] [1125/3612] Forecasting EQBK...
[2025-12-10T20:23:18.821667] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-10T20:23:18.821695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-10T20:23:18.833393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-10T20:23:18.833779] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-10T20:23:18.834553] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-10T20:23:18.834626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:18.834661] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:18.834689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:18.834746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:18.891556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:18.892419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:18.892538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:18.892587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:19.019753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:19.019910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:19.019955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:19.019982] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:19.023421] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-12-10T20:23:19.023737] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-10T20:23:19.023874] [INFO ] [sig       ] EQBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:19.171467] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EQBK.txt
[2025-12-10T20:23:19.171645] [INFO ] [sig       ] [1125/3612] Completed EQBK in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-10T20:23:19.171688] [INFO ] [sig       ] [1126/3612] Forecasting EQH...
[2025-12-10T20:23:19.171717] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-10T20:23:19.171746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-10T20:23:19.183477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-10T20:23:19.183867] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-10T20:23:19.184719] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-10T20:23:19.184769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:19.184802] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:19.184828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:19.184887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:19.241791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:19.242745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:19.242828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:19.242860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:19.363994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:19.364151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:19.364191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:19.364236] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:19.367836] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-10T20:23:19.368317] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-10T20:23:19.368455] [INFO ] [sig       ] EQH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:19.527952] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EQH.txt
[2025-12-10T20:23:19.528278] [INFO ] [sig       ] [1126/3612] Completed EQH in 0.4s | 2.86 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-10T20:23:19.528316] [INFO ] [sig       ] [1127/3612] Forecasting EQIX...
[2025-12-10T20:23:19.528344] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-10T20:23:19.528372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-10T20:23:19.541645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-10T20:23:19.541992] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-10T20:23:19.542755] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-10T20:23:19.542805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:19.542835] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:19.542861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:19.542915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:19.603685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:19.604795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:19.604893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:19.604925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:19.738146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:19.738300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:19.738345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:19.738374] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:19.741866] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=75.31%)
[2025-12-10T20:23:19.742186] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-10T20:23:19.742318] [INFO ] [sig       ] EQIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:19.890072] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EQIX.txt
[2025-12-10T20:23:19.890233] [INFO ] [sig       ] [1127/3612] Completed EQIX in 0.4s | 2.86 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-10T20:23:19.890270] [INFO ] [sig       ] [1128/3612] Forecasting ERAS...
[2025-12-10T20:23:19.890299] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-10T20:23:19.890328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-10T20:23:19.902114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-10T20:23:19.902470] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-10T20:23:19.903249] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-10T20:23:19.903304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:19.903337] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:19.903364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:19.903418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:19.961958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:19.962861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:19.962956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:19.963007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:20.082656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:20.082816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:20.082855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:20.082883] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:20.086124] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-10T20:23:20.086387] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-10T20:23:20.086504] [INFO ] [sig       ] ERAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:20.233802] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ERAS.txt
[2025-12-10T20:23:20.233981] [INFO ] [sig       ] [1128/3612] Completed ERAS in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-10T20:23:20.234020] [INFO ] [sig       ] [1129/3612] Forecasting ERIC...
[2025-12-10T20:23:20.234050] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-10T20:23:20.234078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-10T20:23:20.247562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-10T20:23:20.248006] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-10T20:23:20.249026] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-10T20:23:20.249086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:20.249129] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:20.249170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:20.249252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:20.311382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:20.312259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:20.312342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:20.312375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:20.432345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:20.432499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:20.432539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:20.432566] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:20.435995] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-10T20:23:20.436294] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-10T20:23:20.436419] [INFO ] [sig       ] ERIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:20.579675] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ERIC.txt
[2025-12-10T20:23:20.579820] [INFO ] [sig       ] [1129/3612] Completed ERIC in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-10T20:23:20.579860] [INFO ] [sig       ] [1130/3612] Forecasting ERIE...
[2025-12-10T20:23:20.579888] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-10T20:23:20.579919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-10T20:23:20.591129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-10T20:23:20.591423] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-10T20:23:20.592198] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-10T20:23:20.592249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:20.592281] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:20.592319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:20.592377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:20.649709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:20.650325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:20.650402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:20.650434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:20.789792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:20.789936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:20.789975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:20.790002] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:20.793349] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-12-10T20:23:20.793637] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-10T20:23:20.793755] [INFO ] [sig       ] ERIE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:20.957601] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ERIE.txt
[2025-12-10T20:23:20.957778] [INFO ] [sig       ] [1130/3612] Completed ERIE in 0.4s | 2.86 sym/s | Total: 6.6m | ETA: 14.5m
[2025-12-10T20:23:20.957822] [INFO ] [sig       ] [1131/3612] Forecasting ERII...
[2025-12-10T20:23:20.957851] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-10T20:23:20.957880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-10T20:23:20.969296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-10T20:23:20.969648] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-10T20:23:20.970399] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-10T20:23:20.970449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:20.970481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:20.970506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:20.970560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:21.026347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:21.027195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:21.027277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:21.027309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:21.145751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:21.145912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:21.145950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:21.145978] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:21.149447] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-10T20:23:21.149815] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-10T20:23:21.149963] [INFO ] [sig       ] ERII: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:21.289475] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ERII.txt
[2025-12-10T20:23:21.289642] [INFO ] [sig       ] [1131/3612] Completed ERII in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:21.289685] [INFO ] [sig       ] [1132/3612] Forecasting ERNA...
[2025-12-10T20:23:21.289714] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-10T20:23:21.289742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-10T20:23:21.301414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-10T20:23:21.301794] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-10T20:23:21.302597] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-10T20:23:21.302646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:21.302702] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:21.302730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:21.302785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:21.358298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:21.359130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:21.359208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:21.359239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:21.471714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:21.471860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:21.471901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:21.471929] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:21.475171] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-10T20:23:21.475436] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-10T20:23:21.475552] [INFO ] [sig       ] ERNA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:21.615309] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ERNA.txt
[2025-12-10T20:23:21.615461] [INFO ] [sig       ] [1132/3612] Completed ERNA in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:21.615502] [INFO ] [sig       ] [1133/3612] Forecasting ERO...
[2025-12-10T20:23:21.615530] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-10T20:23:21.615560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-10T20:23:21.627555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-10T20:23:21.627913] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-10T20:23:21.628676] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-10T20:23:21.628725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:21.628756] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:21.628782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:21.628836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:21.688550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:21.689271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:21.689349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:21.689380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:21.807404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:21.807540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:21.807595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:21.807625] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:21.810944] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-10T20:23:21.811210] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-10T20:23:21.811327] [INFO ] [sig       ] ERO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:21.950224] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ERO.txt
[2025-12-10T20:23:21.950377] [INFO ] [sig       ] [1133/3612] Completed ERO in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:21.950415] [INFO ] [sig       ] [1134/3612] Forecasting ES...
[2025-12-10T20:23:21.950444] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-10T20:23:21.950480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-10T20:23:21.962204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-10T20:23:21.962563] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-10T20:23:21.963338] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-10T20:23:21.963388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:21.963418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:21.963443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:21.963498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:22.020054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:22.020939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:22.021026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:22.021057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:22.138379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:22.138531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:22.138584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:22.138614] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:22.141918] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-10T20:23:22.142203] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-10T20:23:22.142327] [INFO ] [sig       ] ES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:22.283527] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ES.txt
[2025-12-10T20:23:22.283701] [INFO ] [sig       ] [1134/3612] Completed ES in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:22.283742] [INFO ] [sig       ] [1135/3612] Forecasting ESAB...
[2025-12-10T20:23:22.283770] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-10T20:23:22.283799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-10T20:23:22.295541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-10T20:23:22.295923] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-10T20:23:22.296706] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-10T20:23:22.296756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:22.296787] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:22.296812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:22.296866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:22.353770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:22.354636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:22.354717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:22.354748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:22.474489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:22.474662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:22.474701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:22.474729] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:22.478406] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-12-10T20:23:22.478818] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-10T20:23:22.478970] [INFO ] [sig       ] ESAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:22.627306] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ESAB.txt
[2025-12-10T20:23:22.627470] [INFO ] [sig       ] [1135/3612] Completed ESAB in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:22.627513] [INFO ] [sig       ] [1136/3612] Forecasting ESCA...
[2025-12-10T20:23:22.627541] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-10T20:23:22.627601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-10T20:23:22.639471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-10T20:23:22.639819] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-10T20:23:22.640649] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-10T20:23:22.640700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:22.640733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:22.640759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:22.640816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:22.699711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:22.700562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:22.700658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:22.700690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:22.815786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:22.815931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:22.815972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:22.815999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:22.819381] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2025-12-10T20:23:22.819670] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-10T20:23:22.819792] [INFO ] [sig       ] ESCA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:22.959831] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESCA.txt
[2025-12-10T20:23:22.959966] [INFO ] [sig       ] [1136/3612] Completed ESCA in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:22.960008] [INFO ] [sig       ] [1137/3612] Forecasting ESE...
[2025-12-10T20:23:22.960035] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-10T20:23:22.960064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-10T20:23:22.972170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-10T20:23:22.972452] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-10T20:23:22.973202] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-10T20:23:22.973251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:22.973281] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:22.973307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:22.973361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:23.031986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:23.032646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:23.032721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:23.032752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:23.148242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:23.148383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:23.148420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:23.148448] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:23.151793] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2025-12-10T20:23:23.152066] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-10T20:23:23.152184] [INFO ] [sig       ] ESE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:23.291255] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ESE.txt
[2025-12-10T20:23:23.291386] [INFO ] [sig       ] [1137/3612] Completed ESE in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:23.291425] [INFO ] [sig       ] [1138/3612] Forecasting ESEA...
[2025-12-10T20:23:23.291454] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-10T20:23:23.291492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-10T20:23:23.302372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-10T20:23:23.302692] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-10T20:23:23.303444] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-10T20:23:23.303493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:23.303523] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:23.303548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:23.303623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:23.360007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:23.360679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:23.360755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:23.360787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:23.482229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:23.482367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:23.482405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:23.482431] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:23.485698] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-10T20:23:23.485971] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-10T20:23:23.486091] [INFO ] [sig       ] ESEA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:23.627494] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ESEA.txt
[2025-12-10T20:23:23.627642] [INFO ] [sig       ] [1138/3612] Completed ESEA in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:23.627684] [INFO ] [sig       ] [1139/3612] Forecasting ESGD...
[2025-12-10T20:23:23.627729] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-10T20:23:23.627761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-10T20:23:23.639019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-10T20:23:23.639424] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-10T20:23:23.640256] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-10T20:23:23.640307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:23.640338] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:23.640364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:23.640419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:23.699535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:23.700433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:23.700520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:23.700553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:23.824786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:23.824962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:23.825005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:23.825034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:23.829191] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=74.77%)
[2025-12-10T20:23:23.829486] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-10T20:23:23.829637] [INFO ] [sig       ] ESGD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:23.970299] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESGD.txt
[2025-12-10T20:23:23.970429] [INFO ] [sig       ] [1139/3612] Completed ESGD in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:23.970466] [INFO ] [sig       ] [1140/3612] Forecasting ESGE...
[2025-12-10T20:23:23.970494] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-10T20:23:23.970522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-10T20:23:23.981255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-10T20:23:23.981534] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-10T20:23:23.982297] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-10T20:23:23.982345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:23.982376] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:23.982401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:23.982455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:24.038526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:24.039302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:24.039390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:24.039429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:24.160933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:24.161088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:24.161125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:24.161153] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:24.164508] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-10T20:23:24.164804] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-10T20:23:24.164932] [INFO ] [sig       ] ESGE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:24.304508] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESGE.txt
[2025-12-10T20:23:24.304660] [INFO ] [sig       ] [1140/3612] Completed ESGE in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:24.304700] [INFO ] [sig       ] [1141/3612] Forecasting ESI...
[2025-12-10T20:23:24.304728] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-10T20:23:24.304757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-10T20:23:24.318874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-10T20:23:24.319195] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-10T20:23:24.320011] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-10T20:23:24.320062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:24.320093] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:24.320118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:24.320175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:24.376930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:24.377699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:24.377797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:24.377829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:24.499403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:24.499550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:24.499627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:24.499663] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:24.503232] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-10T20:23:24.503510] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-10T20:23:24.503656] [INFO ] [sig       ] ESI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:24.649097] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ESI.txt
[2025-12-10T20:23:24.649256] [INFO ] [sig       ] [1141/3612] Completed ESI in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:24.649295] [INFO ] [sig       ] [1142/3612] Forecasting ESOA...
[2025-12-10T20:23:24.649324] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-10T20:23:24.649353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-10T20:23:24.661759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-10T20:23:24.662084] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-10T20:23:24.662855] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-10T20:23:24.662904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:24.662934] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:24.662960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:24.663015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:24.720214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:24.721079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:24.721192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:24.721224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:24.842459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:24.842622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:24.842676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:24.842710] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:24.846051] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-10T20:23:24.846322] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-10T20:23:24.846446] [INFO ] [sig       ] ESOA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:24.989533] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESOA.txt
[2025-12-10T20:23:24.989678] [INFO ] [sig       ] [1142/3612] Completed ESOA in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.4m
[2025-12-10T20:23:24.989716] [INFO ] [sig       ] [1143/3612] Forecasting ESPO...
[2025-12-10T20:23:24.989746] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-10T20:23:24.989774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-10T20:23:25.001698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-10T20:23:25.001979] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-10T20:23:25.002735] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-10T20:23:25.002795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:25.002831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:25.002867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:25.002937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:25.060694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:25.061401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:25.061481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:25.061514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:25.187589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:25.187751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:25.187798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:25.187826] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:25.191139] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-10T20:23:25.191406] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-10T20:23:25.191528] [INFO ] [sig       ] ESPO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:25.334174] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESPO.txt
[2025-12-10T20:23:25.334292] [INFO ] [sig       ] [1143/3612] Completed ESPO in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-10T20:23:25.334329] [INFO ] [sig       ] [1144/3612] Forecasting ESQ...
[2025-12-10T20:23:25.334358] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-10T20:23:25.334385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-10T20:23:25.345395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-10T20:23:25.345699] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-10T20:23:25.346444] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-10T20:23:25.346493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:25.346524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:25.346549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:25.346630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:25.405131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:25.405825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:25.405904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:25.405936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:25.526428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:25.526586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:25.526627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:25.526655] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:25.529977] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-10T20:23:25.530252] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-10T20:23:25.530376] [INFO ] [sig       ] ESQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:25.673824] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ESQ.txt
[2025-12-10T20:23:25.673946] [INFO ] [sig       ] [1144/3612] Completed ESQ in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-10T20:23:25.673983] [INFO ] [sig       ] [1145/3612] Forecasting ESTA...
[2025-12-10T20:23:25.674011] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-10T20:23:25.674039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-10T20:23:25.685213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-10T20:23:25.685552] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-10T20:23:25.686310] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-10T20:23:25.686359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:25.686390] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:25.686416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:25.686470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:25.742541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:25.743645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:25.743733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:25.743765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:25.862706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:25.862852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:25.862889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:25.862916] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:25.866569] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-12-10T20:23:25.866848] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-10T20:23:25.866969] [INFO ] [sig       ] ESTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:26.008930] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESTA.txt
[2025-12-10T20:23:26.009084] [INFO ] [sig       ] [1145/3612] Completed ESTA in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-10T20:23:26.009122] [INFO ] [sig       ] [1146/3612] Forecasting ESTC...
[2025-12-10T20:23:26.009151] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-10T20:23:26.009180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-10T20:23:26.019928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-10T20:23:26.020200] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-10T20:23:26.020972] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-10T20:23:26.021022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:26.021054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:26.021081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:26.021136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:26.077316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:26.078015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:26.078097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:26.078129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:26.200536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:26.200687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:26.200728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:26.200756] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:26.204683] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=72.01%)
[2025-12-10T20:23:26.204998] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-10T20:23:26.205145] [INFO ] [sig       ] ESTC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:26.347112] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ESTC.txt
[2025-12-10T20:23:26.347241] [INFO ] [sig       ] [1146/3612] Completed ESTC in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.4m
[2025-12-10T20:23:26.347287] [INFO ] [sig       ] [1147/3612] Forecasting ETB...
[2025-12-10T20:23:26.347316] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-10T20:23:26.347345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-10T20:23:26.359365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-10T20:23:26.359685] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-10T20:23:26.360452] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-10T20:23:26.360503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:26.360534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:26.360561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:26.360650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:26.416664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:26.417311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:26.417389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:26.417420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:26.532173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:26.532324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:26.532364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:26.532391] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:26.535703] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-10T20:23:26.535981] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-10T20:23:26.536107] [INFO ] [sig       ] ETB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:26.677823] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ETB.txt
[2025-12-10T20:23:26.677986] [INFO ] [sig       ] [1147/3612] Completed ETB in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:26.678041] [INFO ] [sig       ] [1148/3612] Forecasting ETD...
[2025-12-10T20:23:26.678069] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-10T20:23:26.678097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-10T20:23:26.689892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-10T20:23:26.690283] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-10T20:23:26.691138] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-10T20:23:26.691191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:26.691223] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:26.691250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:26.691307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:26.747220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:26.748149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:26.748233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:26.748264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:26.884421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:26.884584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:26.884625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:26.884653] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:26.888464] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-10T20:23:26.888749] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-10T20:23:26.888892] [INFO ] [sig       ] ETD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:27.035411] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ETD.txt
[2025-12-10T20:23:27.035561] [INFO ] [sig       ] [1148/3612] Completed ETD in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:27.035619] [INFO ] [sig       ] [1149/3612] Forecasting ETG...
[2025-12-10T20:23:27.035648] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-10T20:23:27.035675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-10T20:23:27.047189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-10T20:23:27.047509] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-10T20:23:27.051505] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-10T20:23:27.051617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:27.051698] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:27.051727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:27.051783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:27.110629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:27.111646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:27.111726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:27.111759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:27.234932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:27.235073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:27.235113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:27.235142] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:27.238481] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-10T20:23:27.238766] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-10T20:23:27.238890] [INFO ] [sig       ] ETG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:27.381119] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ETG.txt
[2025-12-10T20:23:27.381241] [INFO ] [sig       ] [1149/3612] Completed ETG in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:27.381279] [INFO ] [sig       ] [1150/3612] Forecasting ETHA...
[2025-12-10T20:23:27.381307] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-10T20:23:27.381334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-10T20:23:27.393544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-10T20:23:27.393850] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-10T20:23:27.394790] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-10T20:23:27.394839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:27.394869] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:27.394894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:27.394947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:27.456765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:27.457843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:27.457927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:27.457959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:27.578863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:27.579004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:27.579064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:27.579094] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:27.582543] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-10T20:23:27.582829] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-10T20:23:27.582950] [INFO ] [sig       ] ETHA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:27.727659] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ETHA.txt
[2025-12-10T20:23:27.727834] [INFO ] [sig       ] [1150/3612] Completed ETHA in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:27.727879] [INFO ] [sig       ] [1151/3612] Forecasting ETJ...
[2025-12-10T20:23:27.727908] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-10T20:23:27.727941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-10T20:23:27.739178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-10T20:23:27.739468] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-10T20:23:27.740320] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-10T20:23:27.740372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:27.740405] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:27.740432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:27.740488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:27.798197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:27.799055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:27.799140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:27.799173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:27.932348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:27.932504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:27.932544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:27.932589] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:27.936036] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-10T20:23:27.936323] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-10T20:23:27.936454] [INFO ] [sig       ] ETJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:28.087017] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ETJ.txt
[2025-12-10T20:23:28.087143] [INFO ] [sig       ] [1151/3612] Completed ETJ in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:28.087181] [INFO ] [sig       ] [1152/3612] Forecasting ETN...
[2025-12-10T20:23:28.087208] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-10T20:23:28.087236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-10T20:23:28.098562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-10T20:23:28.098867] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-10T20:23:28.099727] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-10T20:23:28.099778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:28.099809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:28.099836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:28.099891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:28.157888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:28.158541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:28.158673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:28.158709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:28.279427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:28.279586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:28.279626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:28.279683] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:28.282950] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=46.56%)
[2025-12-10T20:23:28.283226] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-10T20:23:28.283348] [INFO ] [sig       ] ETN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:28.434942] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ETN.txt
[2025-12-10T20:23:28.435076] [INFO ] [sig       ] [1152/3612] Completed ETN in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:28.435117] [INFO ] [sig       ] [1153/3612] Forecasting ETO...
[2025-12-10T20:23:28.435148] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-10T20:23:28.435177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-10T20:23:28.446558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-10T20:23:28.446869] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-10T20:23:28.447628] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-10T20:23:28.447676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:28.447706] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:28.447759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:28.447815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:28.506441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:28.507126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:28.507217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:28.507251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:28.625526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:28.625694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:28.625733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:28.625761] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:28.629255] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-10T20:23:28.629539] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-10T20:23:28.629684] [INFO ] [sig       ] ETO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:28.784149] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ETO.txt
[2025-12-10T20:23:28.784299] [INFO ] [sig       ] [1153/3612] Completed ETO in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:28.784338] [INFO ] [sig       ] [1154/3612] Forecasting ETON...
[2025-12-10T20:23:28.784365] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-10T20:23:28.784392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-10T20:23:28.796022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-10T20:23:28.796387] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-10T20:23:28.797154] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-10T20:23:28.797203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:28.797268] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:28.797296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:28.797352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:28.856567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:28.857650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:28.857767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:28.857802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:28.984744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:28.984903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:28.984943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:28.984972] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:28.988550] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-10T20:23:28.988867] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-10T20:23:28.988999] [INFO ] [sig       ] ETON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:29.143032] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ETON.txt
[2025-12-10T20:23:29.143160] [INFO ] [sig       ] [1154/3612] Completed ETON in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:29.143199] [INFO ] [sig       ] [1155/3612] Forecasting ETSY...
[2025-12-10T20:23:29.143226] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-10T20:23:29.143255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-10T20:23:29.154877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-10T20:23:29.155230] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-10T20:23:29.155989] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-10T20:23:29.156038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:29.156068] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:29.156095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:29.156154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:29.216472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:29.217236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:29.217509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:29.217567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:29.337627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:29.337796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:29.337835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:29.337861] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:29.341466] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-10T20:23:29.341755] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-10T20:23:29.341878] [INFO ] [sig       ] ETSY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:29.491847] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ETSY.txt
[2025-12-10T20:23:29.491990] [INFO ] [sig       ] [1155/3612] Completed ETSY in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:29.492030] [INFO ] [sig       ] [1156/3612] Forecasting ETY...
[2025-12-10T20:23:29.492059] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-10T20:23:29.492088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-10T20:23:29.503942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-10T20:23:29.504347] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-10T20:23:29.505137] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-10T20:23:29.505187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:29.505217] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:29.505242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:29.505296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:29.568247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:29.569150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:29.569226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:29.569258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:29.688145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:29.688304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:29.688343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:29.688371] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:29.691714] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-10T20:23:29.692049] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-10T20:23:29.692182] [INFO ] [sig       ] ETY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:29.835444] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ETY.txt
[2025-12-10T20:23:29.835616] [INFO ] [sig       ] [1156/3612] Completed ETY in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:29.835657] [INFO ] [sig       ] [1157/3612] Forecasting EUFN...
[2025-12-10T20:23:29.835686] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-10T20:23:29.835715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-10T20:23:29.847656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-10T20:23:29.848060] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-10T20:23:29.848832] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-10T20:23:29.848881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:29.848912] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:29.848938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:29.848993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:29.905137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:29.906002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:29.906087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:29.906118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:30.024503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:30.024674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:30.024714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:30.024741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:30.028349] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-10T20:23:30.028639] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-10T20:23:30.028762] [INFO ] [sig       ] EUFN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:30.190061] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EUFN.txt
[2025-12-10T20:23:30.190237] [INFO ] [sig       ] [1157/3612] Completed EUFN in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:30.190276] [INFO ] [sig       ] [1158/3612] Forecasting EVAX...
[2025-12-10T20:23:30.190321] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-10T20:23:30.190352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-10T20:23:30.201929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-10T20:23:30.202285] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-10T20:23:30.203072] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-10T20:23:30.203122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:30.203152] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:30.203177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:30.203231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:30.261604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:30.262493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:30.262593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:30.262627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:30.386919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:30.387076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:30.387114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:30.387140] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:30.390535] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-10T20:23:30.390865] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-10T20:23:30.390991] [INFO ] [sig       ] EVAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:30.538259] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVAX.txt
[2025-12-10T20:23:30.538412] [INFO ] [sig       ] [1158/3612] Completed EVAX in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:30.538451] [INFO ] [sig       ] [1159/3612] Forecasting EVC...
[2025-12-10T20:23:30.538480] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-10T20:23:30.538508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-10T20:23:30.550703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-10T20:23:30.551056] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-10T20:23:30.551817] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-10T20:23:30.551866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:30.551896] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:30.551922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:30.551977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:30.610138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:30.611013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:30.611131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:30.611167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:30.734862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:30.735017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:30.735057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:30.735085] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:30.738494] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-10T20:23:30.738788] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-10T20:23:30.738915] [INFO ] [sig       ] EVC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:30.895926] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVC.txt
[2025-12-10T20:23:30.896091] [INFO ] [sig       ] [1159/3612] Completed EVC in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.3m
[2025-12-10T20:23:30.896131] [INFO ] [sig       ] [1160/3612] Forecasting EVCM...
[2025-12-10T20:23:30.896160] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-10T20:23:30.896188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-10T20:23:30.907909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-10T20:23:30.908320] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-10T20:23:30.909173] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-10T20:23:30.909227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:30.909259] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:30.909285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:30.909342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:30.970897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:30.971842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:30.971939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:30.971972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:31.097955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:31.098112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:31.098152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:31.098179] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:31.101560] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-10T20:23:31.101862] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-10T20:23:31.101995] [INFO ] [sig       ] EVCM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:31.269864] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVCM.txt
[2025-12-10T20:23:31.270020] [INFO ] [sig       ] [1160/3612] Completed EVCM in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-10T20:23:31.270060] [INFO ] [sig       ] [1161/3612] Forecasting EVEX...
[2025-12-10T20:23:31.270088] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-10T20:23:31.270116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-10T20:23:31.282528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-10T20:23:31.283015] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-10T20:23:31.284035] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-10T20:23:31.284095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:31.284135] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:31.284172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:31.284249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:31.348938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:31.349814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:31.349896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:31.349929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:31.474405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:31.474584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:31.474626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:31.474671] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:31.478238] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-10T20:23:31.478525] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-10T20:23:31.478672] [INFO ] [sig       ] EVEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:31.636892] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVEX.txt
[2025-12-10T20:23:31.637045] [INFO ] [sig       ] [1161/3612] Completed EVEX in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-10T20:23:31.637086] [INFO ] [sig       ] [1162/3612] Forecasting EVF...
[2025-12-10T20:23:31.637114] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-10T20:23:31.637141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-10T20:23:31.648793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-10T20:23:31.649349] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-10T20:23:31.650342] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-10T20:23:31.650402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:31.650441] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:31.650471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:31.650537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:31.709034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:31.709951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:31.710041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:31.710074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:31.824635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:31.824800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:31.824842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:31.824872] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:31.828444] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-12-10T20:23:31.828817] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-10T20:23:31.828956] [INFO ] [sig       ] EVF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:31.982274] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVF.txt
[2025-12-10T20:23:31.982457] [INFO ] [sig       ] [1162/3612] Completed EVF in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-10T20:23:31.982521] [INFO ] [sig       ] [1163/3612] Forecasting EVG...
[2025-12-10T20:23:31.982550] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-10T20:23:31.982597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-10T20:23:31.994222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-10T20:23:31.994666] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-10T20:23:31.995488] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-10T20:23:31.995538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:31.995591] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:31.995620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:31.995676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:32.057189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:32.058180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:32.058282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:32.058323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:32.172334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:32.172489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:32.172528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:32.172558] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:32.176052] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-12-10T20:23:32.176339] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-10T20:23:32.176467] [INFO ] [sig       ] EVG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:32.341450] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVG.txt
[2025-12-10T20:23:32.341623] [INFO ] [sig       ] [1163/3612] Completed EVG in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.3m
[2025-12-10T20:23:32.341666] [INFO ] [sig       ] [1164/3612] Forecasting EVGN...
[2025-12-10T20:23:32.341695] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-10T20:23:32.341725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-10T20:23:32.353904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-10T20:23:32.354296] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-10T20:23:32.355077] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-10T20:23:32.355127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:32.355158] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:32.355185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:32.355239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:32.413441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:32.414327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:32.414409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:32.414442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:32.528756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:32.528912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:32.528950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:32.528978] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:32.532271] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-10T20:23:32.532549] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-10T20:23:32.532691] [INFO ] [sig       ] EVGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:32.678155] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVGN.txt
[2025-12-10T20:23:32.678316] [INFO ] [sig       ] [1164/3612] Completed EVGN in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:32.678355] [INFO ] [sig       ] [1165/3612] Forecasting EVGO...
[2025-12-10T20:23:32.678383] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-10T20:23:32.678412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-10T20:23:32.690363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-10T20:23:32.690748] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-10T20:23:32.691496] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-10T20:23:32.691545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:32.691594] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:32.691622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:32.691689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:32.749309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:32.750414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:32.750705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:32.750739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:32.873488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:32.873661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:32.873701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:32.873730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:32.877051] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=70.25%)
[2025-12-10T20:23:32.877339] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-10T20:23:32.877459] [INFO ] [sig       ] EVGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:33.020399] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVGO.txt
[2025-12-10T20:23:33.020552] [INFO ] [sig       ] [1165/3612] Completed EVGO in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:33.020612] [INFO ] [sig       ] [1166/3612] Forecasting EVH...
[2025-12-10T20:23:33.020642] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-10T20:23:33.020671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-10T20:23:33.031961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-10T20:23:33.032336] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-10T20:23:33.033117] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-10T20:23:33.033167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:33.033231] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:33.033260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:33.033317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:33.089945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:33.090808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:33.090889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:33.090920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:33.206990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:33.207145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:33.207183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:33.207211] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:33.210562] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-10T20:23:33.210867] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-10T20:23:33.210991] [INFO ] [sig       ] EVH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:33.356898] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVH.txt
[2025-12-10T20:23:33.357050] [INFO ] [sig       ] [1166/3612] Completed EVH in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:33.357089] [INFO ] [sig       ] [1167/3612] Forecasting EVN...
[2025-12-10T20:23:33.357119] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-10T20:23:33.357159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-10T20:23:33.368977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-10T20:23:33.369354] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-10T20:23:33.370135] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-10T20:23:33.370198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:33.370232] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:33.370260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:33.370313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:33.426766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:33.427646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:33.427763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:33.427797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:33.544317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:33.544493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:33.544534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:33.544561] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:33.547880] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-10T20:23:33.548153] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-10T20:23:33.548298] [INFO ] [sig       ] EVN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:33.694962] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVN.txt
[2025-12-10T20:23:33.695085] [INFO ] [sig       ] [1167/3612] Completed EVN in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:33.695124] [INFO ] [sig       ] [1168/3612] Forecasting EVO...
[2025-12-10T20:23:33.695152] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-10T20:23:33.695180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-10T20:23:33.706282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-10T20:23:33.706666] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-10T20:23:33.707447] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-10T20:23:33.707498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:33.707529] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:33.707555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:33.707636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:33.765154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:33.765977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:33.766057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:33.766089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:33.891469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:33.891646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:33.891687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:33.891714] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:33.895148] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-10T20:23:33.895615] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-10T20:23:33.895734] [INFO ] [sig       ] EVO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:34.042929] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVO.txt
[2025-12-10T20:23:34.043082] [INFO ] [sig       ] [1168/3612] Completed EVO in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:34.043122] [INFO ] [sig       ] [1169/3612] Forecasting EVOK...
[2025-12-10T20:23:34.043150] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-10T20:23:34.043179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-10T20:23:34.055189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-10T20:23:34.055588] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-10T20:23:34.056347] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-10T20:23:34.056397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:34.056428] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:34.056453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:34.056508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:34.114212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:34.115119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:34.115207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:34.115242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:34.224069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:34.224223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:34.224266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:34.224328] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:34.227864] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-10T20:23:34.228216] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-10T20:23:34.228352] [INFO ] [sig       ] EVOK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:34.367130] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVOK.txt
[2025-12-10T20:23:34.367253] [INFO ] [sig       ] [1169/3612] Completed EVOK in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:34.367292] [INFO ] [sig       ] [1170/3612] Forecasting EVRG...
[2025-12-10T20:23:34.367320] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-10T20:23:34.367348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-10T20:23:34.379767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-10T20:23:34.380108] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-10T20:23:34.380965] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-10T20:23:34.381022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:34.381056] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:34.381082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:34.381137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:34.438385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:34.439291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:34.439382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:34.439416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:34.562668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:34.562834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:34.562874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:34.562902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:34.566304] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-10T20:23:34.566619] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-10T20:23:34.566769] [INFO ] [sig       ] EVRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:34.733096] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EVRG.txt
[2025-12-10T20:23:34.733266] [INFO ] [sig       ] [1170/3612] Completed EVRG in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:34.733306] [INFO ] [sig       ] [1171/3612] Forecasting EVSD...
[2025-12-10T20:23:34.733336] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-10T20:23:34.733365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-10T20:23:34.746938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-10T20:23:34.747253] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-10T20:23:34.748235] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-10T20:23:34.748298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:34.748337] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:34.748370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:34.748431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:34.809337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:34.810244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:34.810324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:34.810356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:34.932119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:34.932267] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:23:34.932307] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:34.932336] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:34.935975] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-10T20:23:34.936276] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-10T20:23:34.936424] [INFO ] [sig       ] EVSD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:35.096463] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVSD.txt
[2025-12-10T20:23:35.096631] [INFO ] [sig       ] [1171/3612] Completed EVSD in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:35.096673] [INFO ] [sig       ] [1172/3612] Forecasting EVTC...
[2025-12-10T20:23:35.096702] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-10T20:23:35.096731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-10T20:23:35.109095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-10T20:23:35.109456] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-10T20:23:35.110429] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-10T20:23:35.110697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:35.110731] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:35.110758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:35.110813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:35.170484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:35.171317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:35.171400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:35.171433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:35.303629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:35.303781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:35.303821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:35.303849] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:35.307211] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-10T20:23:35.307501] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-10T20:23:35.307640] [INFO ] [sig       ] EVTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:35.455953] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVTC.txt
[2025-12-10T20:23:35.456083] [INFO ] [sig       ] [1172/3612] Completed EVTC in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:35.456122] [INFO ] [sig       ] [1173/3612] Forecasting EVTL...
[2025-12-10T20:23:35.456149] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-10T20:23:35.456177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-10T20:23:35.467535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-10T20:23:35.467896] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-10T20:23:35.468859] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-10T20:23:35.468908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:35.468938] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:35.468963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:35.469017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:35.530984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:35.531960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:35.532037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:35.532069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:35.661368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:35.661521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:35.661561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:35.661607] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:35.664998] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2025-12-10T20:23:35.665294] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-10T20:23:35.665426] [INFO ] [sig       ] EVTL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:35.811461] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EVTL.txt
[2025-12-10T20:23:35.811613] [INFO ] [sig       ] [1173/3612] Completed EVTL in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:35.811655] [INFO ] [sig       ] [1174/3612] Forecasting EWBC...
[2025-12-10T20:23:35.811684] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-10T20:23:35.811713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-10T20:23:35.823610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-10T20:23:35.823898] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-10T20:23:35.824668] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-10T20:23:35.824718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:35.824749] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:35.824775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:35.824829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:35.882415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:35.883090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:35.883166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:35.883196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:36.007171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:36.007343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:36.007382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:36.007410] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:36.010728] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-10T20:23:36.010992] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-10T20:23:36.011112] [INFO ] [sig       ] EWBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:36.156373] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EWBC.txt
[2025-12-10T20:23:36.156560] [INFO ] [sig       ] [1174/3612] Completed EWBC in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:36.156630] [INFO ] [sig       ] [1175/3612] Forecasting EWCZ...
[2025-12-10T20:23:36.156660] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-10T20:23:36.156688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-10T20:23:36.169466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-10T20:23:36.169831] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-10T20:23:36.170831] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-10T20:23:36.170885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:36.170918] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:36.170944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:36.170999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:36.231682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:36.232535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:36.232636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:36.232670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:36.358744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:36.358898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:36.358938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:36.358968] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:36.362397] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=27.50%)
[2025-12-10T20:23:36.362689] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-10T20:23:36.362813] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:36.506728] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EWCZ.txt
[2025-12-10T20:23:36.506856] [INFO ] [sig       ] [1175/3612] Completed EWCZ in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:36.506894] [INFO ] [sig       ] [1176/3612] Forecasting EWTX...
[2025-12-10T20:23:36.506923] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-10T20:23:36.506951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-10T20:23:36.518454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-10T20:23:36.518760] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-10T20:23:36.519543] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-10T20:23:36.519610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:36.519642] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:36.519669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:36.519724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:36.576523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:36.577135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:36.577236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:36.577268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:36.695953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:36.696109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:36.696149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:36.696177] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:36.700077] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-12-10T20:23:36.700347] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-10T20:23:36.700465] [INFO ] [sig       ] EWTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:36.849560] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EWTX.txt
[2025-12-10T20:23:36.849733] [INFO ] [sig       ] [1176/3612] Completed EWTX in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 14.2m
[2025-12-10T20:23:36.849782] [INFO ] [sig       ] [1177/3612] Forecasting EWZS...
[2025-12-10T20:23:36.849814] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-10T20:23:36.849842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-10T20:23:36.861703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-10T20:23:36.862179] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-10T20:23:36.862964] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-10T20:23:36.863013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:36.863044] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:36.863070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:36.863124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:36.921077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:36.921927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:36.922017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:36.922048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:37.046167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:37.046312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:37.046350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:37.046377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:37.049664] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-10T20:23:37.049927] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-10T20:23:37.050043] [INFO ] [sig       ] EWZS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:37.238026] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EWZS.txt
[2025-12-10T20:23:37.238160] [INFO ] [sig       ] [1177/3612] Completed EWZS in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-10T20:23:37.238198] [INFO ] [sig       ] [1178/3612] Forecasting EXAS...
[2025-12-10T20:23:37.238226] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-10T20:23:37.238254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-10T20:23:37.249287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-10T20:23:37.249588] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-10T20:23:37.250334] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-10T20:23:37.250393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:37.250424] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:37.250450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:37.250505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:37.307935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:37.308602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:37.308679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:37.308711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:37.455638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:37.455840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:37.455889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:37.455919] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:37.459830] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-10T20:23:37.460297] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-10T20:23:37.460427] [INFO ] [sig       ] EXAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:37.607356] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXAS.txt
[2025-12-10T20:23:37.607487] [INFO ] [sig       ] [1178/3612] Completed EXAS in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-10T20:23:37.607524] [INFO ] [sig       ] [1179/3612] Forecasting EXC...
[2025-12-10T20:23:37.607552] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-10T20:23:37.607598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-10T20:23:37.619375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-10T20:23:37.619881] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-10T20:23:37.620924] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-10T20:23:37.620975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:37.621009] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:37.621036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:37.621093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:37.694964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:37.696168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:37.696284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:37.696336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:37.833723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:37.833879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:37.833919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:37.833948] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:37.837380] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-10T20:23:37.837682] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-10T20:23:37.837829] [INFO ] [sig       ] EXC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:37.983360] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXC.txt
[2025-12-10T20:23:37.983585] [INFO ] [sig       ] [1179/3612] Completed EXC in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-10T20:23:37.983632] [INFO ] [sig       ] [1180/3612] Forecasting EXEL...
[2025-12-10T20:23:37.983661] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-10T20:23:37.983690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-10T20:23:37.995761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-10T20:23:37.996106] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-10T20:23:37.997080] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-10T20:23:37.997129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:37.997160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:37.997186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:37.997241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:38.059390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:38.060329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:38.060412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:38.060444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:38.186490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:38.186655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:38.186695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:38.186723] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:38.190023] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=11.56%)
[2025-12-10T20:23:38.190296] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-10T20:23:38.190421] [INFO ] [sig       ] EXEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:38.332262] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXEL.txt
[2025-12-10T20:23:38.332428] [INFO ] [sig       ] [1180/3612] Completed EXEL in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-10T20:23:38.332469] [INFO ] [sig       ] [1181/3612] Forecasting EXFY...
[2025-12-10T20:23:38.332497] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-10T20:23:38.332526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-10T20:23:38.345116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-10T20:23:38.345498] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-10T20:23:38.346477] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-10T20:23:38.346527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:38.346788] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:38.346833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:38.346906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:38.406775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:38.407863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:38.407988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:38.408031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:38.534007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:38.534155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:38.534192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:38.534219] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:38.537547] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-12-10T20:23:38.537855] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-10T20:23:38.537979] [INFO ] [sig       ] EXFY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:38.691798] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXFY.txt
[2025-12-10T20:23:38.691925] [INFO ] [sig       ] [1181/3612] Completed EXFY in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.2m
[2025-12-10T20:23:38.691971] [INFO ] [sig       ] [1182/3612] Forecasting EXG...
[2025-12-10T20:23:38.692000] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-10T20:23:38.692028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-10T20:23:38.704204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-10T20:23:38.704518] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-10T20:23:38.705286] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-10T20:23:38.705336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:38.705368] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:38.705393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:38.705448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:38.765596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:38.766492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:38.766783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:38.766818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:38.892260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:38.892410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:38.892448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:38.892477] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:38.895869] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-10T20:23:38.896142] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-10T20:23:38.896264] [INFO ] [sig       ] EXG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:39.064894] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EXG.txt
[2025-12-10T20:23:39.065062] [INFO ] [sig       ] [1182/3612] Completed EXG in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:39.065110] [INFO ] [sig       ] [1183/3612] Forecasting EXK...
[2025-12-10T20:23:39.065140] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-10T20:23:39.065169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-10T20:23:39.078347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-10T20:23:39.078920] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-10T20:23:39.079925] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-10T20:23:39.079978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:39.080043] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:39.080072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:39.080129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:39.141792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:39.142681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:39.142774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:39.142808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:39.266296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:39.266441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:39.266480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:39.266507] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:39.270298] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-10T20:23:39.270587] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-10T20:23:39.270926] [INFO ] [sig       ] EXK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:39.415487] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EXK.txt
[2025-12-10T20:23:39.415652] [INFO ] [sig       ] [1183/3612] Completed EXK in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:39.415694] [INFO ] [sig       ] [1184/3612] Forecasting EXLS...
[2025-12-10T20:23:39.415724] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-10T20:23:39.415754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-10T20:23:39.428166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-10T20:23:39.428495] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-10T20:23:39.429363] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-10T20:23:39.429428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:39.429465] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:39.429498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:39.429563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:39.492226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:39.493156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:39.493249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:39.493282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:39.624412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:39.624559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:39.624617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:39.624645] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:39.628123] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-10T20:23:39.628418] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-10T20:23:39.628561] [INFO ] [sig       ] EXLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:39.780948] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EXLS.txt
[2025-12-10T20:23:39.781103] [INFO ] [sig       ] [1184/3612] Completed EXLS in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:39.781142] [INFO ] [sig       ] [1185/3612] Forecasting EXP...
[2025-12-10T20:23:39.781170] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-10T20:23:39.781198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-10T20:23:39.793659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-10T20:23:39.793971] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-10T20:23:39.794787] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-10T20:23:39.794837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:39.794868] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:39.794894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:39.794949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:39.852037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:39.852723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:39.852800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:39.852831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:39.980021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:39.980199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:39.980287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:39.980342] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:39.985626] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-10T20:23:39.986014] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-10T20:23:39.986188] [INFO ] [sig       ] EXP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:40.134987] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXP.txt
[2025-12-10T20:23:40.135156] [INFO ] [sig       ] [1185/3612] Completed EXP in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:40.135219] [INFO ] [sig       ] [1186/3612] Forecasting EXPD...
[2025-12-10T20:23:40.135252] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-10T20:23:40.135282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-10T20:23:40.147362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-10T20:23:40.147892] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-10T20:23:40.148906] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-10T20:23:40.148959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:40.148991] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:40.149018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:40.149075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:40.206299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:40.207092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:40.207171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:40.207203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:40.328478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:40.328641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:40.328679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:40.328740] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:40.333226] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-10T20:23:40.333503] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-10T20:23:40.333852] [INFO ] [sig       ] EXPD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:40.477671] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXPD.txt
[2025-12-10T20:23:40.477797] [INFO ] [sig       ] [1186/3612] Completed EXPD in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:40.477836] [INFO ] [sig       ] [1187/3612] Forecasting EXPE...
[2025-12-10T20:23:40.477863] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-10T20:23:40.477892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-10T20:23:40.490187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-10T20:23:40.490493] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-10T20:23:40.491338] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-10T20:23:40.491393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:40.491427] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:40.491455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:40.491512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:40.550064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:40.550745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:40.550835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:40.550868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:40.671459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:40.671605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:40.671642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:40.671670] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:40.674887] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-10T20:23:40.675150] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-10T20:23:40.675267] [INFO ] [sig       ] EXPE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:40.813241] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EXPE.txt
[2025-12-10T20:23:40.813344] [INFO ] [sig       ] [1187/3612] Completed EXPE in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:40.813382] [INFO ] [sig       ] [1188/3612] Forecasting EXPI...
[2025-12-10T20:23:40.813409] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-10T20:23:40.813437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-10T20:23:40.824727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-10T20:23:40.825027] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-10T20:23:40.825849] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-10T20:23:40.825900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:40.825933] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:40.825960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:40.826017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:40.883012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:40.883643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:40.883718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:40.883749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:40.999729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:40.999842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:40.999877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:40.999904] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:41.003028] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-10T20:23:41.003290] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-10T20:23:41.003407] [INFO ] [sig       ] EXPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:41.145992] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EXPI.txt
[2025-12-10T20:23:41.146110] [INFO ] [sig       ] [1188/3612] Completed EXPI in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:41.146147] [INFO ] [sig       ] [1189/3612] Forecasting EXPO...
[2025-12-10T20:23:41.146177] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-10T20:23:41.146206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-10T20:23:41.157288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-10T20:23:41.157600] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-10T20:23:41.158649] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-10T20:23:41.158700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:41.158750] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:41.158779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:41.158836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:41.216107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:41.216720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:41.216796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:41.216826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:41.334385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:41.334482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:41.334517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:41.334544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:41.337809] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-10T20:23:41.338068] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-10T20:23:41.338184] [INFO ] [sig       ] EXPO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:41.477962] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/EXPO.txt
[2025-12-10T20:23:41.478072] [INFO ] [sig       ] [1189/3612] Completed EXPO in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:41.478110] [INFO ] [sig       ] [1190/3612] Forecasting EYE...
[2025-12-10T20:23:41.478138] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-10T20:23:41.478166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-10T20:23:41.489527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-10T20:23:41.489860] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-10T20:23:41.490669] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-10T20:23:41.490721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:41.490755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:41.490789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:41.490867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:41.547379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:41.548013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:41.548091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:41.548125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:41.667662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:41.667833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:41.667874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:41.667901] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:41.671309] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-12-10T20:23:41.671606] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-10T20:23:41.671731] [INFO ] [sig       ] EYE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:41.809795] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EYE.txt
[2025-12-10T20:23:41.809921] [INFO ] [sig       ] [1190/3612] Completed EYE in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:41.809960] [INFO ] [sig       ] [1191/3612] Forecasting EZGO...
[2025-12-10T20:23:41.809988] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-10T20:23:41.810016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-10T20:23:41.821297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-10T20:23:41.821625] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-10T20:23:41.822439] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-10T20:23:41.822491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:41.822523] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:41.822549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:41.822629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:41.880639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:41.881245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:41.881321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:41.881352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:41.993809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:41.993945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:41.993985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:41.994013] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:41.997353] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-10T20:23:41.997650] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-10T20:23:41.997791] [INFO ] [sig       ] EZGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:42.139162] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/EZGO.txt
[2025-12-10T20:23:42.139295] [INFO ] [sig       ] [1191/3612] Completed EZGO in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:42.139333] [INFO ] [sig       ] [1192/3612] Forecasting F...
[2025-12-10T20:23:42.139361] [INFO ] [sig       ] Generating forecast for: F
[2025-12-10T20:23:42.139389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-10T20:23:42.150962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-10T20:23:42.151300] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-10T20:23:42.152151] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-10T20:23:42.152203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:42.152233] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:42.152259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:42.152314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:42.210150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:42.210909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:42.210986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:42.211017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:42.335533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:42.335726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:42.335768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:42.335795] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:42.339290] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-10T20:23:42.339586] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-10T20:23:42.339714] [INFO ] [sig       ] F: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:42.480281] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/F.txt
[2025-12-10T20:23:42.480410] [INFO ] [sig       ] [1192/3612] Completed F in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:42.480448] [INFO ] [sig       ] [1193/3612] Forecasting FA...
[2025-12-10T20:23:42.480482] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-10T20:23:42.480510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-10T20:23:42.494984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-10T20:23:42.495292] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-10T20:23:42.496113] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-10T20:23:42.496164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:42.496197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:42.496225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:42.496284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:42.554840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:42.555488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:42.555566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:42.555641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:42.680431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:42.680787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:42.680826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:42.680855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:42.684338] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-12-10T20:23:42.684639] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-10T20:23:42.684769] [INFO ] [sig       ] FA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:42.831507] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FA.txt
[2025-12-10T20:23:42.831964] [INFO ] [sig       ] [1193/3612] Completed FA in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 14.1m
[2025-12-10T20:23:42.832036] [INFO ] [sig       ] [1194/3612] Forecasting FAF...
[2025-12-10T20:23:42.832065] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-10T20:23:42.832094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-10T20:23:42.844495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-10T20:23:42.845089] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-10T20:23:42.846149] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-10T20:23:42.846203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:42.846235] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:42.846261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:42.846318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:42.905835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:42.906680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:42.906761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:42.906792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:43.023523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:43.023677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:43.023732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:43.023764] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:43.027214] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-10T20:23:43.027480] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-10T20:23:43.027614] [INFO ] [sig       ] FAF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:43.168760] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FAF.txt
[2025-12-10T20:23:43.168884] [INFO ] [sig       ] [1194/3612] Completed FAF in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-10T20:23:43.168922] [INFO ] [sig       ] [1195/3612] Forecasting FALN...
[2025-12-10T20:23:43.168950] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-10T20:23:43.168978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-10T20:23:43.180285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-10T20:23:43.180613] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-10T20:23:43.181468] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-10T20:23:43.181520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:43.181551] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:43.181612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:43.181691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:43.238683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:43.239284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:43.239361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:43.239392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:43.360446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:43.360591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:43.360629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:43.360656] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:43.363843] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-10T20:23:43.364108] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-10T20:23:43.364224] [INFO ] [sig       ] FALN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:43.509782] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FALN.txt
[2025-12-10T20:23:43.509952] [INFO ] [sig       ] [1195/3612] Completed FALN in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-10T20:23:43.509991] [INFO ] [sig       ] [1196/3612] Forecasting FANG...
[2025-12-10T20:23:43.510020] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-10T20:23:43.510047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-10T20:23:43.522216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-10T20:23:43.522608] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-10T20:23:43.523431] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-10T20:23:43.523489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:43.523521] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:43.523550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:43.523641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:43.584946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:43.585814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:43.585899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:43.585934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:43.713009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:43.713156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:43.713195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:43.713240] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:43.716992] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-10T20:23:43.717265] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-10T20:23:43.717385] [INFO ] [sig       ] FANG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:43.861501] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FANG.txt
[2025-12-10T20:23:43.861668] [INFO ] [sig       ] [1196/3612] Completed FANG in 0.4s | 2.86 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-10T20:23:43.861709] [INFO ] [sig       ] [1197/3612] Forecasting FARM...
[2025-12-10T20:23:43.861737] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-10T20:23:43.861765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-10T20:23:43.873180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-10T20:23:43.873483] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-10T20:23:43.874274] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-10T20:23:43.874327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:43.874360] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:43.874387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:43.874444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:43.933348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:43.933987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:43.934064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:43.934094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:44.051708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:44.051843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:44.051880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:44.051907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:44.055712] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-10T20:23:44.055978] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-10T20:23:44.056097] [INFO ] [sig       ] FARM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:44.200997] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FARM.txt
[2025-12-10T20:23:44.201148] [INFO ] [sig       ] [1197/3612] Completed FARM in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-10T20:23:44.201188] [INFO ] [sig       ] [1198/3612] Forecasting FBIN...
[2025-12-10T20:23:44.201217] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-10T20:23:44.201247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-10T20:23:44.214335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-10T20:23:44.214709] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-10T20:23:44.215477] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-10T20:23:44.215527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:44.215558] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:44.215623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:44.215690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:44.277144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:44.278047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:44.278132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:44.278165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:44.409794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:44.409949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:44.409988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:44.410017] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:44.413504] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2025-12-10T20:23:44.413851] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-10T20:23:44.413997] [INFO ] [sig       ] FBIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:44.567800] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FBIN.txt
[2025-12-10T20:23:44.568120] [INFO ] [sig       ] [1198/3612] Completed FBIN in 0.4s | 2.86 sym/s | Total: 7.0m | ETA: 14.1m
[2025-12-10T20:23:44.568158] [INFO ] [sig       ] [1199/3612] Forecasting FBIO...
[2025-12-10T20:23:44.568188] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-10T20:23:44.568218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-10T20:23:44.580509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-10T20:23:44.580825] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-10T20:23:44.581612] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-10T20:23:44.581673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:44.581711] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:44.581762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:44.581819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:44.640310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:44.641137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:44.641219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:44.641252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:44.763679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:44.763831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:44.763870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:44.763907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:44.767317] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-10T20:23:44.767632] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-10T20:23:44.767770] [INFO ] [sig       ] FBIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:44.907127] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FBIO.txt
[2025-12-10T20:23:44.907250] [INFO ] [sig       ] [1199/3612] Completed FBIO in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:44.907288] [INFO ] [sig       ] [1200/3612] Forecasting FBIZ...
[2025-12-10T20:23:44.907315] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-10T20:23:44.907344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-10T20:23:44.918802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-10T20:23:44.919074] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-10T20:23:44.919834] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-10T20:23:44.919883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:44.919960] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:44.919988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:44.920054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:44.977329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:44.977974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:44.978049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:44.978079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:45.093778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:45.093914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:45.093950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:45.093977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:45.097361] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-10T20:23:45.097653] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-10T20:23:45.097972] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:45.238567] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FBIZ.txt
[2025-12-10T20:23:45.238703] [INFO ] [sig       ] [1200/3612] Completed FBIZ in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:45.238740] [INFO ] [sig       ] [1201/3612] Forecasting FBK...
[2025-12-10T20:23:45.238769] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-10T20:23:45.238797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-10T20:23:45.250159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-10T20:23:45.250463] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-10T20:23:45.251265] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-10T20:23:45.251318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:45.251349] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:45.251376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:45.251433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:45.310619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:45.311271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:45.311351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:45.311383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:45.432274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:45.432415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:45.432455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:45.432482] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:45.435702] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-10T20:23:45.435965] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-10T20:23:45.436084] [INFO ] [sig       ] FBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:45.575805] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FBK.txt
[2025-12-10T20:23:45.575926] [INFO ] [sig       ] [1201/3612] Completed FBK in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:45.575962] [INFO ] [sig       ] [1202/3612] Forecasting FBL...
[2025-12-10T20:23:45.575991] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-10T20:23:45.576018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-10T20:23:45.587803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-10T20:23:45.588088] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-10T20:23:45.588880] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-10T20:23:45.588942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:45.588975] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:45.589002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:45.589059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:45.649264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:45.650117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:45.650203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:45.650236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:45.769941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:45.770089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:45.770127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:45.770154] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:45.773406] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-12-10T20:23:45.773691] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-10T20:23:45.773809] [INFO ] [sig       ] FBL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:45.914015] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FBL.txt
[2025-12-10T20:23:45.914140] [INFO ] [sig       ] [1202/3612] Completed FBL in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:45.914178] [INFO ] [sig       ] [1203/3612] Forecasting FBNC...
[2025-12-10T20:23:45.914207] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-10T20:23:45.914235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-10T20:23:45.928398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-10T20:23:45.928729] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-10T20:23:45.929897] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-10T20:23:45.929947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:45.929979] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:45.930004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:45.930058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:45.986855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:45.987648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:45.987751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:45.987783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:46.106614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:46.106760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:46.106797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:46.106858] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:46.110157] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-12-10T20:23:46.110423] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-10T20:23:46.110545] [INFO ] [sig       ] FBNC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:46.257070] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FBNC.txt
[2025-12-10T20:23:46.257220] [INFO ] [sig       ] [1203/3612] Completed FBNC in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:46.257260] [INFO ] [sig       ] [1204/3612] Forecasting FBP...
[2025-12-10T20:23:46.257288] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-10T20:23:46.257317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-10T20:23:46.269319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-10T20:23:46.269659] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-10T20:23:46.270397] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-10T20:23:46.270446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:46.270477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:46.270502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:46.270557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:46.328772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:46.329511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:46.329608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:46.329642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:46.450305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:46.450458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:46.450496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:46.450525] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:46.454080] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=45.16%)
[2025-12-10T20:23:46.454352] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-10T20:23:46.454476] [INFO ] [sig       ] FBP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:46.598725] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FBP.txt
[2025-12-10T20:23:46.598880] [INFO ] [sig       ] [1204/3612] Completed FBP in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:46.598920] [INFO ] [sig       ] [1205/3612] Forecasting FC...
[2025-12-10T20:23:46.598952] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-10T20:23:46.598981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-10T20:23:46.610194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-10T20:23:46.610530] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-10T20:23:46.611343] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-10T20:23:46.611394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:46.611425] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:46.611451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:46.611508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:46.669064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:46.669933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:46.670024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:46.670061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:46.793637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:46.793796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:46.793835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:46.793864] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:46.797309] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-10T20:23:46.797621] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-10T20:23:46.797781] [INFO ] [sig       ] FC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:46.942405] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FC.txt
[2025-12-10T20:23:46.942532] [INFO ] [sig       ] [1205/3612] Completed FC in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:46.942595] [INFO ] [sig       ] [1206/3612] Forecasting FCAL...
[2025-12-10T20:23:46.942626] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-10T20:23:46.942656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-10T20:23:46.954615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-10T20:23:46.954931] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-10T20:23:46.955697] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-10T20:23:46.955746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:46.955777] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:46.955802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:46.955857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:47.014184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:47.015128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:47.015210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:47.015240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:47.125252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:47.125401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:47.125439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:47.125466] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:47.128962] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=63.68%)
[2025-12-10T20:23:47.129223] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-10T20:23:47.129342] [INFO ] [sig       ] FCAL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:47.273604] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCAL.txt
[2025-12-10T20:23:47.273743] [INFO ] [sig       ] [1206/3612] Completed FCAL in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:47.273780] [INFO ] [sig       ] [1207/3612] Forecasting FCBC...
[2025-12-10T20:23:47.273808] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-10T20:23:47.273836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-10T20:23:47.285745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-10T20:23:47.286007] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-10T20:23:47.286781] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-10T20:23:47.286830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:47.286861] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:47.286886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:47.286941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:47.347157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:47.348006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:47.348084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:47.348115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:47.469426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:47.469547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:47.469611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:47.469645] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:47.472789] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-10T20:23:47.473065] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-10T20:23:47.473182] [INFO ] [sig       ] FCBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:47.617012] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FCBC.txt
[2025-12-10T20:23:47.617138] [INFO ] [sig       ] [1207/3612] Completed FCBC in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:47.617176] [INFO ] [sig       ] [1208/3612] Forecasting FCCO...
[2025-12-10T20:23:47.617204] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-10T20:23:47.617232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-10T20:23:47.628536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-10T20:23:47.628884] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-10T20:23:47.629716] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-10T20:23:47.629768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:47.629800] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:47.629826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:47.629883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:47.689203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:47.690012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:47.690094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:47.690127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:47.818689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:47.819047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:47.819088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:47.819117] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:47.822591] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=18.86%)
[2025-12-10T20:23:47.822868] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-10T20:23:47.822992] [INFO ] [sig       ] FCCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:47.991305] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FCCO.txt
[2025-12-10T20:23:47.991462] [INFO ] [sig       ] [1208/3612] Completed FCCO in 0.4s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:47.991502] [INFO ] [sig       ] [1209/3612] Forecasting FCEL...
[2025-12-10T20:23:47.991535] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-10T20:23:47.991601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-10T20:23:48.004135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-10T20:23:48.004461] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-10T20:23:48.005242] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-10T20:23:48.005293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:48.005326] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:48.005353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:48.005409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:48.069352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:48.070161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:48.070240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:48.070273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:48.187117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:48.187264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:48.187321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:48.187350] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:48.191288] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-10T20:23:48.191567] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-10T20:23:48.191711] [INFO ] [sig       ] FCEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:48.337436] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FCEL.txt
[2025-12-10T20:23:48.337598] [INFO ] [sig       ] [1209/3612] Completed FCEL in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:48.337638] [INFO ] [sig       ] [1210/3612] Forecasting FCF...
[2025-12-10T20:23:48.337667] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-10T20:23:48.337696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-10T20:23:48.350127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-10T20:23:48.350431] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-10T20:23:48.351350] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-10T20:23:48.351399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:48.351429] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:48.351455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:48.351510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:48.411569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:48.412294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:48.412402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:48.412434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:48.532474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:48.532641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:48.532679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:48.532711] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:48.536168] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-10T20:23:48.536435] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-10T20:23:48.536555] [INFO ] [sig       ] FCF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:48.675845] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FCF.txt
[2025-12-10T20:23:48.676003] [INFO ] [sig       ] [1210/3612] Completed FCF in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:48.676040] [INFO ] [sig       ] [1211/3612] Forecasting FCFS...
[2025-12-10T20:23:48.676069] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-10T20:23:48.676098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-10T20:23:48.688970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-10T20:23:48.689310] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-10T20:23:48.690228] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-10T20:23:48.690277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:48.690308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:48.690332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:48.690387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:48.748786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:48.749594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:48.749674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:48.749705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:48.869800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:48.870144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:48.870183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:48.870210] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:48.874083] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-12-10T20:23:48.874350] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-10T20:23:48.874473] [INFO ] [sig       ] FCFS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:49.013197] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCFS.txt
[2025-12-10T20:23:49.013339] [INFO ] [sig       ] [1211/3612] Completed FCFS in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 14.0m
[2025-12-10T20:23:49.013377] [INFO ] [sig       ] [1212/3612] Forecasting FCN...
[2025-12-10T20:23:49.013406] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-10T20:23:49.013434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-10T20:23:49.026107] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FCN'.
[2025-12-10T20:23:49.026436] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-10T20:23:49.027193] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-10T20:23:49.027242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:49.027272] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:49.027298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:49.027352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:49.086675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:49.087509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:49.087607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:49.087643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:49.207838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:49.207998] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:23:49.208037] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:49.208066] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:49.211420] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-10T20:23:49.211724] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-10T20:23:49.211855] [INFO ] [sig       ] FCN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-10T20:23:49.359135] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FCN.txt
[2025-12-10T20:23:49.359269] [INFO ] [sig       ] [1212/3612] Completed FCN in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-10T20:23:49.359307] [INFO ] [sig       ] [1213/3612] Forecasting FCNCA...
[2025-12-10T20:23:49.359335] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-10T20:23:49.359363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-10T20:23:49.371551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-10T20:23:49.371868] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-10T20:23:49.372626] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-10T20:23:49.372675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:49.372718] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:49.372745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:49.372799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:49.429504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:49.430161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:49.430239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:49.430269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:49.547947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:49.548105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:49.548146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:49.548174] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:49.551789] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-10T20:23:49.552247] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-10T20:23:49.552375] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:49.703152] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCNCA.txt
[2025-12-10T20:23:49.703336] [INFO ] [sig       ] [1213/3612] Completed FCNCA in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-10T20:23:49.703376] [INFO ] [sig       ] [1214/3612] Forecasting FCNCO...
[2025-12-10T20:23:49.703405] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-10T20:23:49.703434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-10T20:23:49.717521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-10T20:23:49.717985] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-10T20:23:49.718853] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-10T20:23:49.718920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:49.718952] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:49.718979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:49.719038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:49.781517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:49.782508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:49.782622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:49.782658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:49.901552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:49.901723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:49.901950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:49.901979] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:49.905473] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-12-10T20:23:49.905833] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-10T20:23:49.905969] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:50.059844] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCNCO.txt
[2025-12-10T20:23:50.060181] [INFO ] [sig       ] [1214/3612] Completed FCNCO in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 14.0m
[2025-12-10T20:23:50.060221] [INFO ] [sig       ] [1215/3612] Forecasting FCNCP...
[2025-12-10T20:23:50.060251] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-10T20:23:50.060282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-10T20:23:50.073671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-10T20:23:50.074264] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-10T20:23:50.075248] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-10T20:23:50.075306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:50.075340] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:50.075375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:50.075456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:50.144517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:50.145396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:50.145479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:50.145512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:50.246981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:50.247131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:50.247169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:50.247196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:50.250516] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-12-10T20:23:50.250822] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-10T20:23:50.250947] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:50.391321] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCNCP.txt
[2025-12-10T20:23:50.391473] [INFO ] [sig       ] [1215/3612] Completed FCNCP in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:50.391511] [INFO ] [sig       ] [1216/3612] Forecasting FCTE...
[2025-12-10T20:23:50.391541] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-10T20:23:50.391587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-10T20:23:50.402779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-10T20:23:50.403128] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-10T20:23:50.403912] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-10T20:23:50.403962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:50.403994] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:50.404020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:50.404075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:50.461691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:50.462522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:50.462620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:50.462653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:50.585790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:50.585941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:50.585980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:50.586009] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:50.589318] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-12-10T20:23:50.589613] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-10T20:23:50.589738] [INFO ] [sig       ] FCTE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:50.734121] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCTE.txt
[2025-12-10T20:23:50.734276] [INFO ] [sig       ] [1216/3612] Completed FCTE in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:50.734321] [INFO ] [sig       ] [1217/3612] Forecasting FCX...
[2025-12-10T20:23:50.734352] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-10T20:23:50.734380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-10T20:23:50.745895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-10T20:23:50.746267] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-10T20:23:50.747078] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-10T20:23:50.747130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:50.747191] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:50.747220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:50.747278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:50.808789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:50.809657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:50.809758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:50.809791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:50.951176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:50.951369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:50.951422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:50.951453] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:50.955029] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-10T20:23:50.955417] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-10T20:23:50.955600] [INFO ] [sig       ] FCX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:51.103362] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FCX.txt
[2025-12-10T20:23:51.103513] [INFO ] [sig       ] [1217/3612] Completed FCX in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:51.103552] [INFO ] [sig       ] [1218/3612] Forecasting FDBC...
[2025-12-10T20:23:51.103600] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-10T20:23:51.103630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-10T20:23:51.113938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-10T20:23:51.114325] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-10T20:23:51.115103] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-10T20:23:51.115153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:51.115183] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:51.115209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:51.115263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:51.173460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:51.174354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:51.174442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:51.174476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:51.269909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:51.270062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:51.270102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:51.270130] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:51.273605] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-12-10T20:23:51.273924] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-10T20:23:51.274076] [INFO ] [sig       ] FDBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:51.419799] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FDBC.txt
[2025-12-10T20:23:51.419953] [INFO ] [sig       ] [1218/3612] Completed FDBC in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:51.419991] [INFO ] [sig       ] [1219/3612] Forecasting FDIF...
[2025-12-10T20:23:51.420021] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-10T20:23:51.420050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-10T20:23:51.431760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-10T20:23:51.432146] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-10T20:23:51.432980] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-10T20:23:51.433034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:51.433067] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:51.433096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:51.433152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:51.492586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:51.493433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:51.493520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:51.493553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:51.602250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:51.602397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:51.602436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:51.602463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:51.605783] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-10T20:23:51.606050] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-10T20:23:51.606168] [INFO ] [sig       ] FDIF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:51.747564] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FDIF.txt
[2025-12-10T20:23:51.747709] [INFO ] [sig       ] [1219/3612] Completed FDIF in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:51.747773] [INFO ] [sig       ] [1220/3612] Forecasting FDIG...
[2025-12-10T20:23:51.747804] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-10T20:23:51.747834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-10T20:23:51.759729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-10T20:23:51.760012] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-10T20:23:51.760822] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-10T20:23:51.760872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:51.760902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:51.760927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:51.760982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:51.819163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:51.819807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:51.819883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:51.819914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:51.936152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:51.936301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:51.936357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:51.936418] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:51.939826] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-12-10T20:23:51.940104] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-10T20:23:51.940227] [INFO ] [sig       ] FDIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:52.087846] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FDIG.txt
[2025-12-10T20:23:52.087978] [INFO ] [sig       ] [1220/3612] Completed FDIG in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:52.088016] [INFO ] [sig       ] [1221/3612] Forecasting FDP...
[2025-12-10T20:23:52.088044] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-10T20:23:52.088072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-10T20:23:52.099444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-10T20:23:52.099841] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-10T20:23:52.100620] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-10T20:23:52.100669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:52.100702] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:52.100730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:52.100785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:52.157981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:52.158825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:52.158905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:52.158936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:52.279694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:52.280044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:52.280083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:52.280110] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:52.283361] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-12-10T20:23:52.283642] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-10T20:23:52.283761] [INFO ] [sig       ] FDP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:52.429031] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FDP.txt
[2025-12-10T20:23:52.429174] [INFO ] [sig       ] [1221/3612] Completed FDP in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:52.429212] [INFO ] [sig       ] [1222/3612] Forecasting FDS...
[2025-12-10T20:23:52.429240] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-10T20:23:52.429268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-10T20:23:52.441012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-10T20:23:52.441330] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-10T20:23:52.442090] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-10T20:23:52.442139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:52.442169] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:52.442195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:52.442249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:52.499470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:52.500339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:52.500448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:52.500481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:52.621208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:52.621361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:52.621398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:52.621426] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:52.625301] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2025-12-10T20:23:52.625563] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-10T20:23:52.625699] [INFO ] [sig       ] FDS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:52.772327] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FDS.txt
[2025-12-10T20:23:52.772469] [INFO ] [sig       ] [1222/3612] Completed FDS in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:52.772508] [INFO ] [sig       ] [1223/3612] Forecasting FDTX...
[2025-12-10T20:23:52.772536] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-10T20:23:52.772565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-10T20:23:52.784380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-10T20:23:52.784718] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-10T20:23:52.785453] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-10T20:23:52.785503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:52.785533] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:52.785558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:52.785638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:52.843314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:52.844022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:52.844098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:52.844128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:52.961164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:52.961343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:52.961409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:52.961456] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:52.964762] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-12-10T20:23:52.965025] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-10T20:23:52.965144] [INFO ] [sig       ] FDTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:53.109055] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FDTX.txt
[2025-12-10T20:23:53.109185] [INFO ] [sig       ] [1223/3612] Completed FDTX in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:53.109224] [INFO ] [sig       ] [1224/3612] Forecasting FDUS...
[2025-12-10T20:23:53.109251] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-10T20:23:53.109279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-10T20:23:53.120903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-10T20:23:53.121286] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-10T20:23:53.122103] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-10T20:23:53.122155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:53.122200] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:53.122228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:53.122284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:53.182708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:53.183608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:53.183706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:53.183743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:53.307176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:53.307334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:53.307373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:53.307400] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:53.310771] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-10T20:23:53.311054] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-10T20:23:53.311179] [INFO ] [sig       ] FDUS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:53.459524] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FDUS.txt
[2025-12-10T20:23:53.459691] [INFO ] [sig       ] [1224/3612] Completed FDUS in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:53.459732] [INFO ] [sig       ] [1225/3612] Forecasting FDX...
[2025-12-10T20:23:53.459760] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-10T20:23:53.459788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-10T20:23:53.471222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-10T20:23:53.471609] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-10T20:23:53.472549] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-10T20:23:53.472624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:53.472661] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:53.472693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:53.472760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:53.536496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:53.537328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:53.537411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:53.537442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:53.669948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:53.670101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:53.670139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:53.670166] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:53.673643] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-10T20:23:53.673960] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-10T20:23:53.674086] [INFO ] [sig       ] FDX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:53.826829] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FDX.txt
[2025-12-10T20:23:53.826977] [INFO ] [sig       ] [1225/3612] Completed FDX in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:53.827015] [INFO ] [sig       ] [1226/3612] Forecasting FE...
[2025-12-10T20:23:53.827045] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-10T20:23:53.827073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-10T20:23:53.838475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-10T20:23:53.838908] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-10T20:23:53.839744] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-10T20:23:53.839800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:53.839831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:53.839855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:53.839909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:53.900630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:53.901478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:53.901560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:53.901614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:54.025242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:54.025394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:54.025433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:54.025461] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:54.028973] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-10T20:23:54.029282] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-10T20:23:54.029421] [INFO ] [sig       ] FE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:54.180788] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FE.txt
[2025-12-10T20:23:54.180928] [INFO ] [sig       ] [1226/3612] Completed FE in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:54.180966] [INFO ] [sig       ] [1227/3612] Forecasting FEIM...
[2025-12-10T20:23:54.180994] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-10T20:23:54.181022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-10T20:23:54.192065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-10T20:23:54.192380] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-10T20:23:54.193215] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-10T20:23:54.193264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:54.193294] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:54.193320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:54.193374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:54.253547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:54.254426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:54.254543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:54.254593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:54.384991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:54.385146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:54.385186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:54.385215] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:54.388844] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-10T20:23:54.389327] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-10T20:23:54.389459] [INFO ] [sig       ] FEIM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:54.535026] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FEIM.txt
[2025-12-10T20:23:54.535178] [INFO ] [sig       ] [1227/3612] Completed FEIM in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:54.535217] [INFO ] [sig       ] [1228/3612] Forecasting FELE...
[2025-12-10T20:23:54.535253] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-10T20:23:54.535283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-10T20:23:54.546835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-10T20:23:54.547221] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-10T20:23:54.548054] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-10T20:23:54.548105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:54.548136] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:54.548162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:54.548216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:54.607190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:54.608124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:54.608210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:54.608242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:54.736451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:54.736619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:54.736660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:54.736687] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:54.739970] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-10T20:23:54.740248] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-10T20:23:54.740378] [INFO ] [sig       ] FELE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:54.888457] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FELE.txt
[2025-12-10T20:23:54.888625] [INFO ] [sig       ] [1228/3612] Completed FELE in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.9m
[2025-12-10T20:23:54.888666] [INFO ] [sig       ] [1229/3612] Forecasting FEM...
[2025-12-10T20:23:54.888699] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-10T20:23:54.888733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-10T20:23:54.901639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-10T20:23:54.902013] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-10T20:23:54.902795] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-10T20:23:54.902847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:54.902878] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:54.902904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:54.902960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:54.965539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:54.966439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:54.966534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:54.966569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:55.093189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:55.093339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:55.093376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:55.093404] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:55.096765] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-12-10T20:23:55.097078] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-10T20:23:55.097206] [INFO ] [sig       ] FEM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:55.244188] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FEM.txt
[2025-12-10T20:23:55.244335] [INFO ] [sig       ] [1229/3612] Completed FEM in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-10T20:23:55.244372] [INFO ] [sig       ] [1230/3612] Forecasting FEMB...
[2025-12-10T20:23:55.244401] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-10T20:23:55.244430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-10T20:23:55.256973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-10T20:23:55.257336] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-10T20:23:55.258170] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-10T20:23:55.258222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:55.258255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:55.258281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:55.258336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:55.321391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:55.322323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:55.322406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:55.322439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:55.446856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:55.447006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:55.447046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:55.447074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:55.450505] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=85.12%)
[2025-12-10T20:23:55.450797] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-10T20:23:55.450921] [INFO ] [sig       ] FEMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:55.591586] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FEMB.txt
[2025-12-10T20:23:55.591755] [INFO ] [sig       ] [1230/3612] Completed FEMB in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-10T20:23:55.591795] [INFO ] [sig       ] [1231/3612] Forecasting FEMS...
[2025-12-10T20:23:55.591825] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-10T20:23:55.591855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-10T20:23:55.603450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-10T20:23:55.603772] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-10T20:23:55.604524] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-10T20:23:55.604593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:55.604626] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:55.604652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:55.604707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:55.664598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:55.665435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:55.665520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:55.665552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:55.791312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:55.791461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:55.791499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:55.791543] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:55.794826] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2025-12-10T20:23:55.795090] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-10T20:23:55.795207] [INFO ] [sig       ] FEMS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:55.938352] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FEMS.txt
[2025-12-10T20:23:55.938473] [INFO ] [sig       ] [1231/3612] Completed FEMS in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.9m
[2025-12-10T20:23:55.938512] [INFO ] [sig       ] [1232/3612] Forecasting FEP...
[2025-12-10T20:23:55.938540] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-10T20:23:55.938583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-10T20:23:55.949689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-10T20:23:55.949977] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-10T20:23:55.950734] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-10T20:23:55.950784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:55.950823] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:55.950851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:55.950906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:56.007470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:56.008082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:56.008158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:56.008189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:56.125839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:56.125955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:56.125991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:56.126018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:56.129197] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-10T20:23:56.129463] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-10T20:23:56.129596] [INFO ] [sig       ] FEP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:56.270752] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FEP.txt
[2025-12-10T20:23:56.270905] [INFO ] [sig       ] [1232/3612] Completed FEP in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:56.270945] [INFO ] [sig       ] [1233/3612] Forecasting FEPI...
[2025-12-10T20:23:56.270975] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-10T20:23:56.271004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-10T20:23:56.283283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-10T20:23:56.283556] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-10T20:23:56.284335] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-10T20:23:56.284386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:56.284418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:56.284444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:56.284499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:56.342099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:56.342705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:56.342781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:56.342812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:56.463811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:56.463964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:56.464002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:56.464030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:56.467403] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-10T20:23:56.467691] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-10T20:23:56.467854] [INFO ] [sig       ] FEPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:56.609928] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FEPI.txt
[2025-12-10T20:23:56.610048] [INFO ] [sig       ] [1233/3612] Completed FEPI in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:56.610087] [INFO ] [sig       ] [1234/3612] Forecasting FERG...
[2025-12-10T20:23:56.610115] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-10T20:23:56.610143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-10T20:23:56.622121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-10T20:23:56.622403] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-10T20:23:56.623169] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-10T20:23:56.623219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:56.623276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:56.623303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:56.623357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:56.679929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:56.680516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:56.680616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:56.680664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:56.806848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:56.806995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:56.807033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:56.807060] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:56.810707] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-10T20:23:56.810978] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-10T20:23:56.811098] [INFO ] [sig       ] FERG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:56.962917] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FERG.txt
[2025-12-10T20:23:56.963052] [INFO ] [sig       ] [1234/3612] Completed FERG in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:56.963091] [INFO ] [sig       ] [1235/3612] Forecasting FEX...
[2025-12-10T20:23:56.963121] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-10T20:23:56.963150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-10T20:23:56.975625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-10T20:23:56.975978] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-10T20:23:56.976757] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-10T20:23:56.976807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:56.976838] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:56.976863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:56.976932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:57.040067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:57.040933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:57.041026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:57.041060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:57.154204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:57.154354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:57.154393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:57.154420] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:57.157911] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-10T20:23:57.158192] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-10T20:23:57.158319] [INFO ] [sig       ] FEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:57.311854] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FEX.txt
[2025-12-10T20:23:57.311989] [INFO ] [sig       ] [1235/3612] Completed FEX in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:57.312027] [INFO ] [sig       ] [1236/3612] Forecasting FF...
[2025-12-10T20:23:57.312057] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-10T20:23:57.312085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-10T20:23:57.326416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-10T20:23:57.326863] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-10T20:23:57.327933] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-10T20:23:57.327996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:57.328039] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:57.328079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:57.328159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:57.394377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:57.395260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:57.395344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:57.395376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:57.522708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:57.522860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:57.522898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:57.522926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:57.526609] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-12-10T20:23:57.526891] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-10T20:23:57.527012] [INFO ] [sig       ] FF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:57.677821] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FF.txt
[2025-12-10T20:23:57.678178] [INFO ] [sig       ] [1236/3612] Completed FF in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:57.678218] [INFO ] [sig       ] [1237/3612] Forecasting FFA...
[2025-12-10T20:23:57.678247] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-10T20:23:57.678275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-10T20:23:57.691790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-10T20:23:57.692376] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-10T20:23:57.693195] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-10T20:23:57.693281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:57.693315] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:57.693341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:57.693397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:57.755842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:57.756711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:57.756796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:57.756830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:57.883266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:57.883420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:57.883460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:57.883487] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:57.887327] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-10T20:23:57.887655] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-10T20:23:57.887812] [INFO ] [sig       ] FFA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:23:58.035449] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FFA.txt
[2025-12-10T20:23:58.035619] [INFO ] [sig       ] [1237/3612] Completed FFA in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:58.035660] [INFO ] [sig       ] [1238/3612] Forecasting FFBC...
[2025-12-10T20:23:58.035688] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-10T20:23:58.035715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-10T20:23:58.046897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-10T20:23:58.047251] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-10T20:23:58.048057] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-10T20:23:58.048107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:58.048138] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:58.048164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:58.048223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:58.106925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:58.107924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:58.108026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:58.108069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:58.231663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:58.231832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:58.231882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:58.231917] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:58.235823] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-10T20:23:58.236124] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-10T20:23:58.236253] [INFO ] [sig       ] FFBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:58.383548] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FFBC.txt
[2025-12-10T20:23:58.383720] [INFO ] [sig       ] [1238/3612] Completed FFBC in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:58.383773] [INFO ] [sig       ] [1239/3612] Forecasting FFC...
[2025-12-10T20:23:58.383801] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-10T20:23:58.383831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-10T20:23:58.396005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-10T20:23:58.396350] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-10T20:23:58.397272] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-10T20:23:58.397323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:58.397352] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:58.397378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:58.397432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:58.456937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:58.458217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:58.458302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:58.458334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:58.584459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:58.584629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:58.584668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:58.584695] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:58.588027] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2025-12-10T20:23:58.588319] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-10T20:23:58.588447] [INFO ] [sig       ] FFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:58.742322] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FFC.txt
[2025-12-10T20:23:58.742473] [INFO ] [sig       ] [1239/3612] Completed FFC in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:58.742513] [INFO ] [sig       ] [1240/3612] Forecasting FFIC...
[2025-12-10T20:23:58.742541] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-10T20:23:58.742586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-10T20:23:58.755060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-10T20:23:58.755428] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-10T20:23:58.756350] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-10T20:23:58.756400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:58.756431] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:58.756456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:58.756511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:58.815336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:58.816200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:58.816285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:58.816319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:58.938981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:58.939129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:58.939173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:58.939200] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:58.942562] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2025-12-10T20:23:58.943078] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-10T20:23:58.943207] [INFO ] [sig       ] FFIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:59.093964] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FFIC.txt
[2025-12-10T20:23:59.094310] [INFO ] [sig       ] [1240/3612] Completed FFIC in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:59.094356] [INFO ] [sig       ] [1241/3612] Forecasting FFIN...
[2025-12-10T20:23:59.094385] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-10T20:23:59.094414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-10T20:23:59.106479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-10T20:23:59.106870] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-10T20:23:59.107709] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-10T20:23:59.107786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:59.107817] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:59.107845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:59.107906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:59.166541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:59.167618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:59.167702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:59.167763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:59.286217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:59.286364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:59.286404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:59.286432] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:59.289778] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-10T20:23:59.290069] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-10T20:23:59.290198] [INFO ] [sig       ] FFIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:59.439661] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FFIN.txt
[2025-12-10T20:23:59.439813] [INFO ] [sig       ] [1241/3612] Completed FFIN in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:59.439851] [INFO ] [sig       ] [1242/3612] Forecasting FFWM...
[2025-12-10T20:23:59.439879] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-10T20:23:59.439908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-10T20:23:59.451280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-10T20:23:59.451668] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-10T20:23:59.452449] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-10T20:23:59.452500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:59.452532] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:59.452557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:59.452632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:59.510167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:59.511019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:59.511098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:59.511130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:23:59.630527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:23:59.630690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:23:59.630727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:23:59.630755] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:23:59.634320] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-12-10T20:23:59.634621] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-10T20:23:59.634767] [INFO ] [sig       ] FFWM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:23:59.793437] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FFWM.txt
[2025-12-10T20:23:59.793563] [INFO ] [sig       ] [1242/3612] Completed FFWM in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:23:59.793619] [INFO ] [sig       ] [1243/3612] Forecasting FG...
[2025-12-10T20:23:59.793649] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-10T20:23:59.793679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-10T20:23:59.806774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-10T20:23:59.807366] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-10T20:23:59.808309] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-10T20:23:59.808365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:23:59.808398] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:23:59.808426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:23:59.808485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:23:59.870956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:23:59.871884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:23:59.871972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:23:59.872185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:00.000288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:00.000440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:00.000479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:00.000507] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:00.004537] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-10T20:24:00.004881] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-10T20:24:00.005015] [INFO ] [sig       ] FG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:00.165621] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FG.txt
[2025-12-10T20:24:00.165790] [INFO ] [sig       ] [1243/3612] Completed FG in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:24:00.165832] [INFO ] [sig       ] [1244/3612] Forecasting FGEN...
[2025-12-10T20:24:00.165867] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-10T20:24:00.165903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-10T20:24:00.178904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-10T20:24:00.179460] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-10T20:24:00.180269] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-10T20:24:00.180320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:00.180351] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:00.180378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:00.180434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:00.238822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:00.239713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:00.239840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:00.239873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:00.356354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:00.356515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:00.356609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:00.356641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:00.360033] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-10T20:24:00.360306] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-10T20:24:00.360429] [INFO ] [sig       ] FGEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:00.498953] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FGEN.txt
[2025-12-10T20:24:00.499094] [INFO ] [sig       ] [1244/3612] Completed FGEN in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:24:00.499133] [INFO ] [sig       ] [1245/3612] Forecasting FHB...
[2025-12-10T20:24:00.499161] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-10T20:24:00.499190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-10T20:24:00.509939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-10T20:24:00.510240] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-10T20:24:00.511011] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-10T20:24:00.511061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:00.511093] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:00.511119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:00.511174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:00.566986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:00.567867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:00.567950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:00.567981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:00.690380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:00.690539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:00.690592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:00.690623] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:00.694006] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2025-12-10T20:24:00.694329] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-10T20:24:00.694462] [INFO ] [sig       ] FHB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:00.832830] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FHB.txt
[2025-12-10T20:24:00.832988] [INFO ] [sig       ] [1245/3612] Completed FHB in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.8m
[2025-12-10T20:24:00.833028] [INFO ] [sig       ] [1246/3612] Forecasting FHI...
[2025-12-10T20:24:00.833056] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-10T20:24:00.833085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-10T20:24:00.844196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-10T20:24:00.844720] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-10T20:24:00.845492] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-10T20:24:00.845541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:00.845588] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:00.845617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:00.845672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:00.901526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:00.902370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:00.902453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:00.902485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:01.023977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:01.024132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:01.024171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:01.024198] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:01.028033] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-12-10T20:24:01.028359] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-10T20:24:01.028519] [INFO ] [sig       ] FHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:01.168398] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FHI.txt
[2025-12-10T20:24:01.168542] [INFO ] [sig       ] [1246/3612] Completed FHI in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-10T20:24:01.168604] [INFO ] [sig       ] [1247/3612] Forecasting FHN...
[2025-12-10T20:24:01.168635] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-10T20:24:01.168665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-10T20:24:01.179685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-10T20:24:01.180059] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-10T20:24:01.180838] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-10T20:24:01.180888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:01.180920] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:01.180946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:01.181001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:01.239601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:01.240537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:01.240640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:01.240674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:01.359135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:01.359315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:01.359357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:01.359386] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:01.363785] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-10T20:24:01.364078] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-10T20:24:01.364203] [INFO ] [sig       ] FHN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:01.501972] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FHN.txt
[2025-12-10T20:24:01.502167] [INFO ] [sig       ] [1247/3612] Completed FHN in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-10T20:24:01.502206] [INFO ] [sig       ] [1248/3612] Forecasting FHTX...
[2025-12-10T20:24:01.502236] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-10T20:24:01.502264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-10T20:24:01.514299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-10T20:24:01.514675] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-10T20:24:01.515444] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-10T20:24:01.515495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:01.515539] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:01.515566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:01.515641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:01.573388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:01.574478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:01.574561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:01.574612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:01.693957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:01.694115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:01.694156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:01.694183] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:01.697818] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=62.78%)
[2025-12-10T20:24:01.698194] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-10T20:24:01.698333] [INFO ] [sig       ] FHTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:01.841627] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FHTX.txt
[2025-12-10T20:24:01.841778] [INFO ] [sig       ] [1248/3612] Completed FHTX in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.8m
[2025-12-10T20:24:01.841818] [INFO ] [sig       ] [1249/3612] Forecasting FIBK...
[2025-12-10T20:24:01.841847] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-10T20:24:01.841881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-10T20:24:01.853193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-10T20:24:01.853625] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-10T20:24:01.854440] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-10T20:24:01.854492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:01.854525] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:01.854552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:01.854627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:01.914111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:01.914998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:01.915081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:01.915114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:02.043488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:02.043671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:02.043712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:02.043741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:02.047434] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-12-10T20:24:02.047854] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-10T20:24:02.048004] [INFO ] [sig       ] FIBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:02.196386] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FIBK.txt
[2025-12-10T20:24:02.196566] [INFO ] [sig       ] [1249/3612] Completed FIBK in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:02.196645] [INFO ] [sig       ] [1250/3612] Forecasting FICO...
[2025-12-10T20:24:02.196683] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-10T20:24:02.196719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-10T20:24:02.209231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-10T20:24:02.209671] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-10T20:24:02.210444] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-10T20:24:02.210495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:02.210527] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:02.210552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:02.210639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:02.269547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:02.270411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:02.270494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:02.270527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:02.390335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:02.390487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:02.390526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:02.390555] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:02.394383] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-10T20:24:02.394703] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-10T20:24:02.394860] [INFO ] [sig       ] FICO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:02.537631] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FICO.txt
[2025-12-10T20:24:02.537790] [INFO ] [sig       ] [1250/3612] Completed FICO in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:02.537831] [INFO ] [sig       ] [1251/3612] Forecasting FICS...
[2025-12-10T20:24:02.537861] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-10T20:24:02.537890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-10T20:24:02.549469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-10T20:24:02.549889] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-10T20:24:02.550707] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-10T20:24:02.550761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:02.550832] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:02.550863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:02.550920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:02.611857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:02.612769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:02.612864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:02.612904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:02.736681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:02.736836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:02.736876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:02.736902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:02.740223] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-10T20:24:02.740495] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-10T20:24:02.740647] [INFO ] [sig       ] FICS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:02.887752] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FICS.txt
[2025-12-10T20:24:02.887912] [INFO ] [sig       ] [1251/3612] Completed FICS in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:02.887959] [INFO ] [sig       ] [1252/3612] Forecasting FID...
[2025-12-10T20:24:02.887996] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-10T20:24:02.888026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-10T20:24:02.899538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-10T20:24:02.899913] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-10T20:24:02.900684] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-10T20:24:02.900735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:02.900765] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:02.900792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:02.900847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:02.957513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:02.958463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:02.958553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:02.958605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:03.072118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:03.072279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:03.072319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:03.072349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:03.075916] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-10T20:24:03.076201] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-10T20:24:03.076327] [INFO ] [sig       ] FID: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:03.225658] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FID.txt
[2025-12-10T20:24:03.225815] [INFO ] [sig       ] [1252/3612] Completed FID in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:03.225854] [INFO ] [sig       ] [1253/3612] Forecasting FIGS...
[2025-12-10T20:24:03.225884] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-10T20:24:03.225912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-10T20:24:03.237215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-10T20:24:03.237583] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-10T20:24:03.238361] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-10T20:24:03.238412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:03.238443] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:03.238469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:03.238523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:03.295435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:03.296332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:03.296425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:03.296456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:03.420160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:03.420327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:03.420370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:03.420397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:03.423878] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-10T20:24:03.424203] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-10T20:24:03.424330] [INFO ] [sig       ] FIGS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:03.569009] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FIGS.txt
[2025-12-10T20:24:03.569195] [INFO ] [sig       ] [1253/3612] Completed FIGS in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:03.569243] [INFO ] [sig       ] [1254/3612] Forecasting FIHL...
[2025-12-10T20:24:03.569272] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-10T20:24:03.569313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-10T20:24:03.581358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-10T20:24:03.581744] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-10T20:24:03.582552] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-10T20:24:03.582623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:03.582655] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:03.582682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:03.582738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:03.642384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:03.643281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:03.643367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:03.643399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:03.761691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:03.761852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:03.761891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:03.761978] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:03.766554] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-10T20:24:03.766919] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-10T20:24:03.767068] [INFO ] [sig       ] FIHL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:03.912949] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FIHL.txt
[2025-12-10T20:24:03.913123] [INFO ] [sig       ] [1254/3612] Completed FIHL in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:03.913166] [INFO ] [sig       ] [1255/3612] Forecasting FINS...
[2025-12-10T20:24:03.913195] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-10T20:24:03.913223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-10T20:24:03.928024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-10T20:24:03.928537] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-10T20:24:03.929748] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-10T20:24:03.929819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:03.929867] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:03.929905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:03.929982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:04.015363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:04.016700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:04.016844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:04.016897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:04.187525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:04.187782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:04.187843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:04.187926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:04.193372] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-10T20:24:04.193968] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-10T20:24:04.194195] [INFO ] [sig       ] FINS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:04.412898] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FINS.txt
[2025-12-10T20:24:04.413124] [INFO ] [sig       ] [1255/3612] Completed FINS in 0.5s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:04.413193] [INFO ] [sig       ] [1256/3612] Forecasting FINX...
[2025-12-10T20:24:04.413242] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-10T20:24:04.413288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-10T20:24:04.441630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-10T20:24:04.444783] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-10T20:24:04.446412] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-10T20:24:04.446510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:04.446563] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:04.446638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:04.446735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:04.541417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:04.542707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:04.542872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:04.542926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:04.712958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:04.713151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:04.713197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:04.713229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:04.717367] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-10T20:24:04.717834] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-10T20:24:04.717998] [INFO ] [sig       ] FINX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:04.887048] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FINX.txt
[2025-12-10T20:24:04.887241] [INFO ] [sig       ] [1256/3612] Completed FINX in 0.5s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:04.887285] [INFO ] [sig       ] [1257/3612] Forecasting FIP...
[2025-12-10T20:24:04.887317] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-10T20:24:04.887351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-10T20:24:04.901920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-10T20:24:04.902437] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-10T20:24:04.903549] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-10T20:24:04.903637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:04.903681] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:04.903716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:04.903795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:04.982146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:04.983101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:04.983193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:04.983245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:05.116974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:05.117140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:05.117181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:05.117211] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:05.120701] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-10T20:24:05.121049] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-10T20:24:05.121194] [INFO ] [sig       ] FIP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:05.272172] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FIP.txt
[2025-12-10T20:24:05.272353] [INFO ] [sig       ] [1257/3612] Completed FIP in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:05.272396] [INFO ] [sig       ] [1258/3612] Forecasting FIS...
[2025-12-10T20:24:05.272427] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-10T20:24:05.272458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-10T20:24:05.284702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-10T20:24:05.285113] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-10T20:24:05.285938] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-10T20:24:05.285990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:05.286021] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:05.286048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:05.286105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:05.345516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:05.346446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:05.346549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:05.346624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:05.474298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:05.474454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:05.474495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:05.474524] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:05.478423] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-12-10T20:24:05.478781] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-10T20:24:05.478947] [INFO ] [sig       ] FIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:05.641502] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FIS.txt
[2025-12-10T20:24:05.641727] [INFO ] [sig       ] [1258/3612] Completed FIS in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:05.641782] [INFO ] [sig       ] [1259/3612] Forecasting FISI...
[2025-12-10T20:24:05.641821] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-10T20:24:05.641859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-10T20:24:05.657417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-10T20:24:05.657965] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-10T20:24:05.659153] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-10T20:24:05.659224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:05.659270] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:05.659332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:05.659420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:05.743766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:05.744656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:05.744743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:05.744798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:05.865108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:05.865252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:05.865290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:05.865317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:05.868615] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-12-10T20:24:05.868881] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-10T20:24:05.869004] [INFO ] [sig       ] FISI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:06.008668] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FISI.txt
[2025-12-10T20:24:06.008808] [INFO ] [sig       ] [1259/3612] Completed FISI in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:06.008847] [INFO ] [sig       ] [1260/3612] Forecasting FITB...
[2025-12-10T20:24:06.008876] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-10T20:24:06.008904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-10T20:24:06.020780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-10T20:24:06.021065] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-10T20:24:06.021834] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-10T20:24:06.021883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:06.021914] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:06.021939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:06.021993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:06.079262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:06.080002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:06.080081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:06.080114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:06.205500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:06.205665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:06.205706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:06.205734] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:06.209442] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2025-12-10T20:24:06.209725] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-10T20:24:06.209844] [INFO ] [sig       ] FITB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:06.350723] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FITB.txt
[2025-12-10T20:24:06.350859] [INFO ] [sig       ] [1260/3612] Completed FITB in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:06.350898] [INFO ] [sig       ] [1261/3612] Forecasting FITBI...
[2025-12-10T20:24:06.350926] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-10T20:24:06.350954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-10T20:24:06.364257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-10T20:24:06.364561] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-10T20:24:06.365361] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-10T20:24:06.365411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:06.365443] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:06.365470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:06.365526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:06.424140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:06.425074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:06.425206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:06.425239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:06.546450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:06.546623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:06.546665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:06.546694] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:06.549994] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-10T20:24:06.550276] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-10T20:24:06.550399] [INFO ] [sig       ] FITBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:06.696382] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FITBI.txt
[2025-12-10T20:24:06.696525] [INFO ] [sig       ] [1261/3612] Completed FITBI in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:06.696563] [INFO ] [sig       ] [1262/3612] Forecasting FITBO...
[2025-12-10T20:24:06.696614] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-10T20:24:06.696643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-10T20:24:06.708923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-10T20:24:06.709350] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-10T20:24:06.710191] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-10T20:24:06.710245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:06.710277] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:06.710305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:06.710363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:06.770092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:06.770895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:06.770979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:06.771012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:06.893392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:06.893543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:06.893603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:06.893634] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:06.897020] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-10T20:24:06.897323] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-10T20:24:06.897459] [INFO ] [sig       ] FITBO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:07.043015] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FITBO.txt
[2025-12-10T20:24:07.043166] [INFO ] [sig       ] [1262/3612] Completed FITBO in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.7m
[2025-12-10T20:24:07.043204] [INFO ] [sig       ] [1263/3612] Forecasting FIVE...
[2025-12-10T20:24:07.043234] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-10T20:24:07.043268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-10T20:24:07.055690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-10T20:24:07.056051] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-10T20:24:07.056905] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-10T20:24:07.056957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:07.056987] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:07.057012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:07.057066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:07.115695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:07.116528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:07.116629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:07.116662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:07.244080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:07.244227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:07.244266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:07.244295] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:07.248165] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-10T20:24:07.248474] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-10T20:24:07.248633] [INFO ] [sig       ] FIVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:07.389777] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FIVE.txt
[2025-12-10T20:24:07.389911] [INFO ] [sig       ] [1263/3612] Completed FIVE in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-10T20:24:07.389949] [INFO ] [sig       ] [1264/3612] Forecasting FIVN...
[2025-12-10T20:24:07.389977] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-10T20:24:07.390006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-10T20:24:07.403093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-10T20:24:07.403657] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-10T20:24:07.404604] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-10T20:24:07.404660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:07.404695] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:07.404723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:07.404782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:07.462787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:07.464031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:07.464137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:07.464171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:07.600022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:07.600183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:07.600225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:07.600256] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:07.603888] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-10T20:24:07.604365] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-10T20:24:07.604495] [INFO ] [sig       ] FIVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:07.753446] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FIVN.txt
[2025-12-10T20:24:07.753603] [INFO ] [sig       ] [1264/3612] Completed FIVN in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-10T20:24:07.753644] [INFO ] [sig       ] [1265/3612] Forecasting FIX...
[2025-12-10T20:24:07.753673] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-10T20:24:07.753702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-10T20:24:07.765407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-10T20:24:07.765765] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-10T20:24:07.766767] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-10T20:24:07.766819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:07.766851] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:07.766878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:07.766935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:07.831272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:07.832535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:07.832633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:07.832666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:07.956060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:07.956219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:07.956260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:07.956287] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:07.959708] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2025-12-10T20:24:07.960012] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-10T20:24:07.960138] [INFO ] [sig       ] FIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:08.116103] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FIX.txt
[2025-12-10T20:24:08.116251] [INFO ] [sig       ] [1265/3612] Completed FIX in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-10T20:24:08.116291] [INFO ] [sig       ] [1266/3612] Forecasting FIXD...
[2025-12-10T20:24:08.116319] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-10T20:24:08.116347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-10T20:24:08.128051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-10T20:24:08.128411] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-10T20:24:08.129188] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-10T20:24:08.129238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:08.129269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:08.129295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:08.129348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:08.188844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:08.189794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:08.189872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:08.189903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:08.308399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:08.308556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:08.308613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:08.308660] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:08.312029] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-10T20:24:08.312295] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-10T20:24:08.312412] [INFO ] [sig       ] FIXD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:08.458289] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FIXD.txt
[2025-12-10T20:24:08.458424] [INFO ] [sig       ] [1266/3612] Completed FIXD in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-10T20:24:08.458465] [INFO ] [sig       ] [1267/3612] Forecasting FIZZ...
[2025-12-10T20:24:08.458494] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-10T20:24:08.458524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-10T20:24:08.469751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-10T20:24:08.470055] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-10T20:24:08.470877] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-10T20:24:08.470929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:08.470961] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:08.470988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:08.471044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:08.530136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:08.530974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:08.531060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:08.531093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:08.653183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:08.653335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:08.653376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:08.653404] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:08.656812] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-12-10T20:24:08.657125] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-10T20:24:08.657266] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:08.798979] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FIZZ.txt
[2025-12-10T20:24:08.799111] [INFO ] [sig       ] [1267/3612] Completed FIZZ in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.7m
[2025-12-10T20:24:08.799148] [INFO ] [sig       ] [1268/3612] Forecasting FJP...
[2025-12-10T20:24:08.799176] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-10T20:24:08.799206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-10T20:24:08.810235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-10T20:24:08.810766] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-10T20:24:08.811558] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-10T20:24:08.811654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:08.811688] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:08.811715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:08.811776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:08.871862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:08.872742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:08.872828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:08.872862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:08.988782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:08.988961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:08.989005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:08.989036] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:08.992630] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-10T20:24:08.992909] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-10T20:24:08.993032] [INFO ] [sig       ] FJP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:09.136035] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FJP.txt
[2025-12-10T20:24:09.136190] [INFO ] [sig       ] [1268/3612] Completed FJP in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:09.136244] [INFO ] [sig       ] [1269/3612] Forecasting FLEX...
[2025-12-10T20:24:09.136275] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-10T20:24:09.136304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-10T20:24:09.148657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-10T20:24:09.148987] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-10T20:24:09.149789] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-10T20:24:09.149840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:09.149897] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:09.149940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:09.150000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:09.208250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:09.209133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:09.209230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:09.209265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:09.332551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:09.332722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:09.332764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:09.332793] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:09.336301] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-12-10T20:24:09.336570] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-10T20:24:09.336711] [INFO ] [sig       ] FLEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:09.480780] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLEX.txt
[2025-12-10T20:24:09.480919] [INFO ] [sig       ] [1269/3612] Completed FLEX in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:09.480959] [INFO ] [sig       ] [1270/3612] Forecasting FLGC...
[2025-12-10T20:24:09.480990] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-10T20:24:09.481024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-10T20:24:09.493172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-10T20:24:09.493516] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-10T20:24:09.494321] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-10T20:24:09.494375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:09.494406] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:09.494433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:09.494501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:09.555161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:09.556018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:09.556104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:09.556139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:09.672983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:09.673128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:09.673166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:09.673193] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:09.676453] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-10T20:24:09.676735] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-10T20:24:09.676856] [INFO ] [sig       ] FLGC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:09.814965] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLGC.txt
[2025-12-10T20:24:09.815116] [INFO ] [sig       ] [1270/3612] Completed FLGC in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:09.815157] [INFO ] [sig       ] [1271/3612] Forecasting FLL...
[2025-12-10T20:24:09.815187] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-10T20:24:09.815215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-10T20:24:09.832284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-10T20:24:09.832688] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-10T20:24:09.833504] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-10T20:24:09.833556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:09.833609] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:09.833639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:09.833696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:09.889914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:09.890814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:09.890896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:09.890927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:10.007428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:10.007607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:10.007683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:10.007711] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:10.011221] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-10T20:24:10.011535] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-10T20:24:10.011685] [INFO ] [sig       ] FLL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:10.151270] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FLL.txt
[2025-12-10T20:24:10.151416] [INFO ] [sig       ] [1271/3612] Completed FLL in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:10.151455] [INFO ] [sig       ] [1272/3612] Forecasting FLNC...
[2025-12-10T20:24:10.151483] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-10T20:24:10.151511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-10T20:24:10.162744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-10T20:24:10.163013] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-10T20:24:10.163784] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-10T20:24:10.163844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:10.163875] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:10.163900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:10.163954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:10.222479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:10.223478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:10.223620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:10.223662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:10.348709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:10.348869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:10.348908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:10.348935] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:10.352350] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-10T20:24:10.352663] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-10T20:24:10.352794] [INFO ] [sig       ] FLNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:10.495122] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLNC.txt
[2025-12-10T20:24:10.495270] [INFO ] [sig       ] [1272/3612] Completed FLNC in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:10.495309] [INFO ] [sig       ] [1273/3612] Forecasting FLNG...
[2025-12-10T20:24:10.495338] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-10T20:24:10.495367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-10T20:24:10.506399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-10T20:24:10.506711] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-10T20:24:10.507454] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-10T20:24:10.507504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:10.507534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:10.507560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:10.507636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:10.563604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:10.564430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:10.564508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:10.564540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:10.677478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:10.677635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:10.677675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:10.677702] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:10.680985] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=40.72%)
[2025-12-10T20:24:10.681247] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-10T20:24:10.681366] [INFO ] [sig       ] FLNG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:10.827292] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLNG.txt
[2025-12-10T20:24:10.827453] [INFO ] [sig       ] [1273/3612] Completed FLNG in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:10.827493] [INFO ] [sig       ] [1274/3612] Forecasting FLO...
[2025-12-10T20:24:10.827522] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-10T20:24:10.827550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-10T20:24:10.839798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-10T20:24:10.840166] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-10T20:24:10.841064] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-10T20:24:10.841120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:10.841164] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:10.841201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:10.841273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:10.900088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:10.900979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:10.901068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:10.901099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:11.027382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:11.027559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:11.027619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:11.027648] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:11.031143] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-10T20:24:11.031451] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-10T20:24:11.031607] [INFO ] [sig       ] FLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:11.171441] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FLO.txt
[2025-12-10T20:24:11.171613] [INFO ] [sig       ] [1274/3612] Completed FLO in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:11.171653] [INFO ] [sig       ] [1275/3612] Forecasting FLS...
[2025-12-10T20:24:11.171682] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-10T20:24:11.171739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-10T20:24:11.183156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-10T20:24:11.183480] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-10T20:24:11.184251] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-10T20:24:11.184301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:11.184332] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:11.184357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:11.184411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:11.239754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:11.240634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:11.240717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:11.240748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:11.361780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:11.361933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:11.361969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:11.361995] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:11.365316] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-12-10T20:24:11.365639] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-10T20:24:11.365770] [INFO ] [sig       ] FLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:11.509690] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FLS.txt
[2025-12-10T20:24:11.509858] [INFO ] [sig       ] [1275/3612] Completed FLS in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:11.509898] [INFO ] [sig       ] [1276/3612] Forecasting FLUX...
[2025-12-10T20:24:11.509927] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-10T20:24:11.509955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-10T20:24:11.521804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-10T20:24:11.522190] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-10T20:24:11.523019] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-10T20:24:11.523070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:11.523100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:11.523125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:11.523182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:11.583441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:11.584472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:11.584556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:11.584610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:11.706413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:11.706592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:11.706634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:11.706661] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:11.710117] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=18.34%)
[2025-12-10T20:24:11.710456] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-10T20:24:11.710607] [INFO ] [sig       ] FLUX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:11.853290] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLUX.txt
[2025-12-10T20:24:11.853444] [INFO ] [sig       ] [1276/3612] Completed FLUX in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:11.853482] [INFO ] [sig       ] [1277/3612] Forecasting FLWS...
[2025-12-10T20:24:11.853511] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-10T20:24:11.853540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-10T20:24:11.864991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-10T20:24:11.865331] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-10T20:24:11.866116] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-10T20:24:11.866167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:11.866201] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:11.866226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:11.866280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:11.922463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:11.923357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:11.923437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:11.923468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:12.042517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:12.042697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:12.042735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:12.042763] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:12.046049] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-10T20:24:12.046365] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-10T20:24:12.046502] [INFO ] [sig       ] FLWS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:12.194671] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLWS.txt
[2025-12-10T20:24:12.194836] [INFO ] [sig       ] [1277/3612] Completed FLWS in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:12.194875] [INFO ] [sig       ] [1278/3612] Forecasting FLXS...
[2025-12-10T20:24:12.194904] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-10T20:24:12.194933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-10T20:24:12.206297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-10T20:24:12.206690] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-10T20:24:12.207457] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-10T20:24:12.207507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:12.207538] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:12.207564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:12.207691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:12.264029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:12.264889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:12.264969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:12.265000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:12.379679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:12.379826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:12.379863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:12.379891] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:12.383170] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-12-10T20:24:12.383434] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-10T20:24:12.383554] [INFO ] [sig       ] FLXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:12.522507] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FLXS.txt
[2025-12-10T20:24:12.522689] [INFO ] [sig       ] [1278/3612] Completed FLXS in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:12.522732] [INFO ] [sig       ] [1279/3612] Forecasting FLYE...
[2025-12-10T20:24:12.522759] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-10T20:24:12.522788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-10T20:24:12.534718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-10T20:24:12.535066] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-10T20:24:12.535854] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-10T20:24:12.535904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:12.535935] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:12.535961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:12.536016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:12.592960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:12.593840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:12.593922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:12.593954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:12.716811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:12.717009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:12.717049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:12.717076] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:12.723858] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-10T20:24:12.724221] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-10T20:24:12.724355] [INFO ] [sig       ] FLYE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:12.875742] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FLYE.txt
[2025-12-10T20:24:12.875896] [INFO ] [sig       ] [1279/3612] Completed FLYE in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.6m
[2025-12-10T20:24:12.875936] [INFO ] [sig       ] [1280/3612] Forecasting FMAO...
[2025-12-10T20:24:12.875963] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-10T20:24:12.875992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-10T20:24:12.887195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-10T20:24:12.887563] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-10T20:24:12.888401] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-10T20:24:12.888451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:12.888482] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:12.888508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:12.888562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:12.944973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:12.945845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:12.945925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:12.945956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:13.051627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:13.051778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:13.051817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:13.051843] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:13.055140] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-10T20:24:13.055411] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-10T20:24:13.055530] [INFO ] [sig       ] FMAO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:13.196485] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FMAO.txt
[2025-12-10T20:24:13.196663] [INFO ] [sig       ] [1280/3612] Completed FMAO in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-10T20:24:13.196706] [INFO ] [sig       ] [1281/3612] Forecasting FMB...
[2025-12-10T20:24:13.196733] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-10T20:24:13.196762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-10T20:24:13.208090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-10T20:24:13.208476] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-10T20:24:13.209276] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-10T20:24:13.209329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:13.209360] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:13.209386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:13.209440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:13.265800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:13.266653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:13.266733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:13.266765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:13.390551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:13.390744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:13.390784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:13.390811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:13.394238] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-10T20:24:13.394540] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-10T20:24:13.394722] [INFO ] [sig       ] FMB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:13.534972] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FMB.txt
[2025-12-10T20:24:13.535127] [INFO ] [sig       ] [1281/3612] Completed FMB in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-10T20:24:13.535168] [INFO ] [sig       ] [1282/3612] Forecasting FMBH...
[2025-12-10T20:24:13.535195] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-10T20:24:13.535223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-10T20:24:13.554695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-10T20:24:13.555113] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-10T20:24:13.555985] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-10T20:24:13.556048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:13.556088] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:13.556121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:13.556203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:13.614166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:13.615069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:13.615148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:13.615181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:13.733659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:13.733814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:13.733852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:13.733880] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:13.737276] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-10T20:24:13.737628] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-10T20:24:13.737801] [INFO ] [sig       ] FMBH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:13.884851] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FMBH.txt
[2025-12-10T20:24:13.885016] [INFO ] [sig       ] [1282/3612] Completed FMBH in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-10T20:24:13.885062] [INFO ] [sig       ] [1283/3612] Forecasting FMC...
[2025-12-10T20:24:13.885092] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-10T20:24:13.885123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-10T20:24:13.906356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-10T20:24:13.906773] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-10T20:24:13.907551] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-10T20:24:13.907635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:13.907666] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:13.907692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:13.907777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:13.966920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:13.967834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:13.967916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:13.967949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:14.102993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:14.103171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:14.103229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:14.103272] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:14.108255] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-10T20:24:14.108745] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-10T20:24:14.108934] [INFO ] [sig       ] FMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:14.266954] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FMC.txt
[2025-12-10T20:24:14.267105] [INFO ] [sig       ] [1283/3612] Completed FMC in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-10T20:24:14.267146] [INFO ] [sig       ] [1284/3612] Forecasting FMHI...
[2025-12-10T20:24:14.267175] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-10T20:24:14.267204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-10T20:24:14.283090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-10T20:24:14.283528] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-10T20:24:14.284664] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-10T20:24:14.284730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:14.284782] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:14.284828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:14.284916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:14.353625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:14.354458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:14.354541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:14.354592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:14.474796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:14.474953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:14.474991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:14.475019] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:14.478427] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-10T20:24:14.478747] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-10T20:24:14.478872] [INFO ] [sig       ] FMHI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:14.624621] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FMHI.txt
[2025-12-10T20:24:14.624786] [INFO ] [sig       ] [1284/3612] Completed FMHI in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.6m
[2025-12-10T20:24:14.624827] [INFO ] [sig       ] [1285/3612] Forecasting FMN...
[2025-12-10T20:24:14.624855] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-10T20:24:14.624884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-10T20:24:14.637366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-10T20:24:14.637791] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-10T20:24:14.638991] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-10T20:24:14.639043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:14.639075] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:14.639101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:14.639156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:14.699943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:14.701038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:14.701119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:14.701177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:14.820350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:14.820508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:14.820548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:14.820595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:14.824056] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-10T20:24:14.824351] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-10T20:24:14.824484] [INFO ] [sig       ] FMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:14.970995] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FMN.txt
[2025-12-10T20:24:14.971136] [INFO ] [sig       ] [1285/3612] Completed FMN in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:14.971175] [INFO ] [sig       ] [1286/3612] Forecasting FMNB...
[2025-12-10T20:24:14.971205] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-10T20:24:14.971236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-10T20:24:14.983277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-10T20:24:14.983615] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-10T20:24:14.984374] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-10T20:24:14.984424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:14.984454] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:14.984480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:14.984534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:15.042561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:15.043328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:15.043408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:15.043439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:15.156450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:15.156612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:15.156656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:15.156684] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:15.160142] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-10T20:24:15.160421] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-10T20:24:15.160548] [INFO ] [sig       ] FMNB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:15.321119] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FMNB.txt
[2025-12-10T20:24:15.321250] [INFO ] [sig       ] [1286/3612] Completed FMNB in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:15.321314] [INFO ] [sig       ] [1287/3612] Forecasting FMS...
[2025-12-10T20:24:15.321343] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-10T20:24:15.321371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-10T20:24:15.332445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-10T20:24:15.332773] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-10T20:24:15.333522] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-10T20:24:15.333590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:15.333623] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:15.333649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:15.333704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:15.389465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:15.390180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:15.390261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:15.390293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:15.516799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:15.516966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:15.517010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:15.517043] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:15.521213] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-10T20:24:15.521596] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-10T20:24:15.521747] [INFO ] [sig       ] FMS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:15.680695] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FMS.txt
[2025-12-10T20:24:15.680846] [INFO ] [sig       ] [1287/3612] Completed FMS in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:15.680896] [INFO ] [sig       ] [1288/3612] Forecasting FMX...
[2025-12-10T20:24:15.680938] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-10T20:24:15.680980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-10T20:24:15.693094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-10T20:24:15.693482] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-10T20:24:15.694292] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-10T20:24:15.694344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:15.694375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:15.694402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:15.694459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:15.756700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:15.757550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:15.757653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:15.757686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:15.885265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:15.885454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:15.885494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:15.885521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:15.889176] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-10T20:24:15.889494] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-10T20:24:15.889694] [INFO ] [sig       ] FMX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:16.044247] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FMX.txt
[2025-12-10T20:24:16.044404] [INFO ] [sig       ] [1288/3612] Completed FMX in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:16.044445] [INFO ] [sig       ] [1289/3612] Forecasting FN...
[2025-12-10T20:24:16.044474] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-10T20:24:16.044504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-10T20:24:16.057367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-10T20:24:16.057805] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-10T20:24:16.058666] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-10T20:24:16.058719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:16.058751] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:16.058778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:16.058835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:16.120494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:16.121370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:16.121452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:16.121485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:16.246162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:16.246329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:16.246383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:16.246414] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:16.250040] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-10T20:24:16.250354] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-10T20:24:16.250484] [INFO ] [sig       ] FN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:16.400592] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FN.txt
[2025-12-10T20:24:16.400749] [INFO ] [sig       ] [1289/3612] Completed FN in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:16.400790] [INFO ] [sig       ] [1290/3612] Forecasting FNB...
[2025-12-10T20:24:16.400821] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-10T20:24:16.400851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-10T20:24:16.413047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-10T20:24:16.413429] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-10T20:24:16.414226] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-10T20:24:16.414278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:16.414310] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:16.414346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:16.414424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:16.475500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:16.476420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:16.476503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:16.476537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:16.602996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:16.603162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:16.603215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:16.603263] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:16.606946] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-10T20:24:16.607306] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-10T20:24:16.607447] [INFO ] [sig       ] FNB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:16.760220] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FNB.txt
[2025-12-10T20:24:16.760374] [INFO ] [sig       ] [1290/3612] Completed FNB in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:16.760417] [INFO ] [sig       ] [1291/3612] Forecasting FND...
[2025-12-10T20:24:16.760446] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-10T20:24:16.760475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-10T20:24:16.772504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-10T20:24:16.772888] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-10T20:24:16.773701] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-10T20:24:16.773772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:16.773812] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:16.773844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:16.773901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:16.836669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:16.837510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:16.837609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:16.837644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:16.962133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:16.962301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:16.962351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:16.962393] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:16.966076] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-12-10T20:24:16.966567] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-10T20:24:16.966720] [INFO ] [sig       ] FND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:17.118337] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FND.txt
[2025-12-10T20:24:17.118501] [INFO ] [sig       ] [1291/3612] Completed FND in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:17.118543] [INFO ] [sig       ] [1292/3612] Forecasting FNF...
[2025-12-10T20:24:17.118637] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-10T20:24:17.118672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-10T20:24:17.131032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-10T20:24:17.131421] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-10T20:24:17.132223] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-10T20:24:17.132276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:17.132308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:17.132335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:17.132392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:17.195853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:17.196739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:17.196821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:17.196871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:17.323313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:17.323464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:17.323503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:17.323531] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:17.327006] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-10T20:24:17.327284] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-10T20:24:17.327413] [INFO ] [sig       ] FNF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:17.471063] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FNF.txt
[2025-12-10T20:24:17.471202] [INFO ] [sig       ] [1292/3612] Completed FNF in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:17.471243] [INFO ] [sig       ] [1293/3612] Forecasting FNKO...
[2025-12-10T20:24:17.471272] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-10T20:24:17.471302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-10T20:24:17.482817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-10T20:24:17.483124] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-10T20:24:17.483906] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-10T20:24:17.483956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:17.483986] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:17.484011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:17.484064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:17.541627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:17.542430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:17.542513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:17.542546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:17.657954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:17.658114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:17.658154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:17.658182] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:17.661716] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-12-10T20:24:17.662036] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-10T20:24:17.662167] [INFO ] [sig       ] FNKO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:17.809101] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FNKO.txt
[2025-12-10T20:24:17.809235] [INFO ] [sig       ] [1293/3612] Completed FNKO in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:17.809276] [INFO ] [sig       ] [1294/3612] Forecasting FNLC...
[2025-12-10T20:24:17.809309] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-10T20:24:17.809342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-10T20:24:17.820697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-10T20:24:17.821032] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-10T20:24:17.821887] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-10T20:24:17.821939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:17.821972] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:17.822011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:17.822070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:17.882990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:17.883791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:17.883873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:17.883906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:17.994767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:17.994924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:17.994965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:17.994994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:17.998401] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-10T20:24:17.998696] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-10T20:24:17.998823] [INFO ] [sig       ] FNLC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:18.139496] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FNLC.txt
[2025-12-10T20:24:18.139649] [INFO ] [sig       ] [1294/3612] Completed FNLC in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:18.139691] [INFO ] [sig       ] [1295/3612] Forecasting FNX...
[2025-12-10T20:24:18.139722] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-10T20:24:18.139751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-10T20:24:18.151710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-10T20:24:18.152014] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-10T20:24:18.152903] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-10T20:24:18.152956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:18.152994] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:18.153030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:18.153120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:18.214819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:18.215603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:18.215685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:18.215719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:18.332213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:18.332364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:18.332404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:18.332433] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:18.335821] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-12-10T20:24:18.336095] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-10T20:24:18.336219] [INFO ] [sig       ] FNX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:18.477615] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FNX.txt
[2025-12-10T20:24:18.477786] [INFO ] [sig       ] [1295/3612] Completed FNX in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:18.477834] [INFO ] [sig       ] [1296/3612] Forecasting FNY...
[2025-12-10T20:24:18.477864] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-10T20:24:18.477893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-10T20:24:18.489678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-10T20:24:18.489972] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-10T20:24:18.490771] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-10T20:24:18.490822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:18.490854] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:18.490881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:18.490936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:18.550929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:18.551658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:18.551739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:18.551771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:18.675389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:18.675559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:18.675627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:18.675665] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:18.680061] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-10T20:24:18.680408] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-10T20:24:18.680558] [INFO ] [sig       ] FNY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:18.827208] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FNY.txt
[2025-12-10T20:24:18.827367] [INFO ] [sig       ] [1296/3612] Completed FNY in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.5m
[2025-12-10T20:24:18.827413] [INFO ] [sig       ] [1297/3612] Forecasting FOA...
[2025-12-10T20:24:18.827443] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-10T20:24:18.827473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-10T20:24:18.839194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-10T20:24:18.839543] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-10T20:24:18.840336] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-10T20:24:18.840388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:18.840422] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:18.840450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:18.840508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:18.901187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:18.902081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:18.902161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:18.902194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:19.025243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:19.025400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:19.025439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:19.025468] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:19.028862] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-10T20:24:19.029178] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-10T20:24:19.029308] [INFO ] [sig       ] FOA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:19.175230] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FOA.txt
[2025-12-10T20:24:19.175385] [INFO ] [sig       ] [1297/3612] Completed FOA in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-10T20:24:19.175426] [INFO ] [sig       ] [1298/3612] Forecasting FOF...
[2025-12-10T20:24:19.175454] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-10T20:24:19.175489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-10T20:24:19.188714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-10T20:24:19.189076] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-10T20:24:19.189842] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-10T20:24:19.189895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:19.189928] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:19.189954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:19.190008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:19.246860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:19.247793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:19.247887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:19.247924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:19.365795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:19.365951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:19.365992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:19.366019] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:19.369451] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-10T20:24:19.369798] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-10T20:24:19.369929] [INFO ] [sig       ] FOF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:19.512859] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FOF.txt
[2025-12-10T20:24:19.513011] [INFO ] [sig       ] [1298/3612] Completed FOF in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-10T20:24:19.513051] [INFO ] [sig       ] [1299/3612] Forecasting FOLD...
[2025-12-10T20:24:19.513080] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-10T20:24:19.513108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-10T20:24:19.524627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-10T20:24:19.524994] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-10T20:24:19.525758] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-10T20:24:19.525808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:19.525838] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:19.525864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:19.525919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:19.582639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:19.583489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:19.583568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:19.583620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:19.699480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:19.699660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:19.699700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:19.699728] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:19.703185] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-10T20:24:19.703522] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-10T20:24:19.703673] [INFO ] [sig       ] FOLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:19.845957] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FOLD.txt
[2025-12-10T20:24:19.846123] [INFO ] [sig       ] [1299/3612] Completed FOLD in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-10T20:24:19.846163] [INFO ] [sig       ] [1300/3612] Forecasting FORM...
[2025-12-10T20:24:19.846193] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-10T20:24:19.846222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-10T20:24:19.869553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-10T20:24:19.869930] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-10T20:24:19.870704] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-10T20:24:19.870753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:19.870782] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:19.870807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:19.870862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:19.927208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:19.928117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:19.928198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:19.928229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:20.049372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:20.049530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:20.049586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:20.049616] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:20.052879] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-10T20:24:20.053149] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-10T20:24:20.053271] [INFO ] [sig       ] FORM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:20.194032] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FORM.txt
[2025-12-10T20:24:20.194182] [INFO ] [sig       ] [1300/3612] Completed FORM in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-10T20:24:20.194222] [INFO ] [sig       ] [1301/3612] Forecasting FOSL...
[2025-12-10T20:24:20.194249] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-10T20:24:20.194277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-10T20:24:20.206369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-10T20:24:20.206761] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-10T20:24:20.207547] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-10T20:24:20.207618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:20.207663] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:20.207696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:20.207772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:20.266408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:20.267284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:20.267371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:20.267406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:20.387769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:20.387925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:20.387964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:20.387991] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:20.391471] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-12-10T20:24:20.391766] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-10T20:24:20.391894] [INFO ] [sig       ] FOSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:20.537811] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FOSL.txt
[2025-12-10T20:24:20.537985] [INFO ] [sig       ] [1301/3612] Completed FOSL in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.5m
[2025-12-10T20:24:20.538035] [INFO ] [sig       ] [1302/3612] Forecasting FOX...
[2025-12-10T20:24:20.538066] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-10T20:24:20.538096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-10T20:24:20.549592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-10T20:24:20.550032] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-10T20:24:20.551072] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-10T20:24:20.551136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:20.551182] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:20.551223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:20.551306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:20.609552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:20.610442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:20.610527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:20.610560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:20.735110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:20.735262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:20.735301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:20.735331] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:20.738693] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-12-10T20:24:20.738966] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-10T20:24:20.739090] [INFO ] [sig       ] FOX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:20.885384] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FOX.txt
[2025-12-10T20:24:20.885604] [INFO ] [sig       ] [1302/3612] Completed FOX in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:20.885664] [INFO ] [sig       ] [1303/3612] Forecasting FOXA...
[2025-12-10T20:24:20.885709] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-10T20:24:20.885752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-10T20:24:20.901292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-10T20:24:20.901692] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-10T20:24:20.902635] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-10T20:24:20.902695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:20.902733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:20.902765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:20.902841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:20.961965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:20.962606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:20.962684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:20.962716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:21.078394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:21.078555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:21.078613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:21.078641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:21.081994] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-10T20:24:21.082264] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-10T20:24:21.082387] [INFO ] [sig       ] FOXA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:21.226292] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FOXA.txt
[2025-12-10T20:24:21.226442] [INFO ] [sig       ] [1303/3612] Completed FOXA in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:21.226480] [INFO ] [sig       ] [1304/3612] Forecasting FOXF...
[2025-12-10T20:24:21.226508] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-10T20:24:21.226537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-10T20:24:21.237542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-10T20:24:21.237921] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-10T20:24:21.238709] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-10T20:24:21.238759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:21.238788] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:21.238813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:21.238867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:21.295595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:21.296446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:21.296530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:21.296563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:21.416810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:21.416955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:21.416992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:21.417018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:21.420293] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2025-12-10T20:24:21.420556] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-10T20:24:21.420691] [INFO ] [sig       ] FOXF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:21.558949] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FOXF.txt
[2025-12-10T20:24:21.559075] [INFO ] [sig       ] [1304/3612] Completed FOXF in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:21.559112] [INFO ] [sig       ] [1305/3612] Forecasting FPF...
[2025-12-10T20:24:21.559141] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-10T20:24:21.559170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-10T20:24:21.570235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-10T20:24:21.570512] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-10T20:24:21.571268] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-10T20:24:21.571317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:21.571347] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:21.571372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:21.571428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:21.627869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:21.628465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:21.628538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:21.628570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:21.747778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:21.747927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:21.747972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:21.747999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:21.751250] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-10T20:24:21.751517] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-10T20:24:21.751652] [INFO ] [sig       ] FPF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:21.893098] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FPF.txt
[2025-12-10T20:24:21.893219] [INFO ] [sig       ] [1305/3612] Completed FPF in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:21.893256] [INFO ] [sig       ] [1306/3612] Forecasting FPH...
[2025-12-10T20:24:21.893284] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-10T20:24:21.893501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-10T20:24:21.905450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-10T20:24:21.905731] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-10T20:24:21.906475] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-10T20:24:21.906524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:21.906554] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:21.906597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:21.906833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:21.965345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:21.966209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:21.966291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:21.966322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:22.094178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:22.094333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:22.094378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:22.094411] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:22.097875] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-10T20:24:22.098136] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-10T20:24:22.098252] [INFO ] [sig       ] FPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:22.240103] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FPH.txt
[2025-12-10T20:24:22.240219] [INFO ] [sig       ] [1306/3612] Completed FPH in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:22.240256] [INFO ] [sig       ] [1307/3612] Forecasting FPI...
[2025-12-10T20:24:22.240284] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-10T20:24:22.240311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-10T20:24:22.252167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-10T20:24:22.252455] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-10T20:24:22.253223] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-10T20:24:22.253284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:22.253314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:22.253339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:22.253394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:22.310905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:22.311512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:22.311602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:22.311635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:22.432099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:22.432234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:22.432270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:22.432297] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:22.435695] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-12-10T20:24:22.435958] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-10T20:24:22.436074] [INFO ] [sig       ] FPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:22.578075] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FPI.txt
[2025-12-10T20:24:22.578206] [INFO ] [sig       ] [1307/3612] Completed FPI in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:22.578244] [INFO ] [sig       ] [1308/3612] Forecasting FPXI...
[2025-12-10T20:24:22.578272] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-10T20:24:22.578302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-10T20:24:22.589235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-10T20:24:22.589555] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-10T20:24:22.590312] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-10T20:24:22.590364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:22.590401] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:22.590432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:22.590500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:22.648931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:22.649525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:22.649618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:22.649651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:22.760512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:22.760663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:22.760701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:22.760727] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:22.764007] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-10T20:24:22.764270] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-10T20:24:22.764388] [INFO ] [sig       ] FPXI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:22.950140] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FPXI.txt
[2025-12-10T20:24:22.950273] [INFO ] [sig       ] [1308/3612] Completed FPXI in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:22.950349] [INFO ] [sig       ] [1309/3612] Forecasting FRA...
[2025-12-10T20:24:22.950389] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-10T20:24:22.950430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-10T20:24:22.962150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-10T20:24:22.962449] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-10T20:24:22.963290] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-10T20:24:22.963343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:22.963374] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:22.963401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:22.963459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:23.022790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:23.023590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:23.023686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:23.023731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:23.144531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:23.144684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:23.144722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:23.144749] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:23.148043] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-10T20:24:23.148317] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-10T20:24:23.148442] [INFO ] [sig       ] FRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:23.289722] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FRA.txt
[2025-12-10T20:24:23.289849] [INFO ] [sig       ] [1309/3612] Completed FRA in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:23.289886] [INFO ] [sig       ] [1310/3612] Forecasting FRBA...
[2025-12-10T20:24:23.289914] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-10T20:24:23.289943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-10T20:24:23.301158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-10T20:24:23.301436] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-10T20:24:23.302236] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-10T20:24:23.302287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:23.302318] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:23.302344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:23.302400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:23.360531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:23.361232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:23.361310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:23.361342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:23.476210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:23.476332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:23.476369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:23.476396] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:23.479790] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-10T20:24:23.480055] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-10T20:24:23.480172] [INFO ] [sig       ] FRBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:23.619766] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FRBA.txt
[2025-12-10T20:24:23.619923] [INFO ] [sig       ] [1310/3612] Completed FRBA in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:23.619971] [INFO ] [sig       ] [1311/3612] Forecasting FRGE...
[2025-12-10T20:24:23.620001] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-10T20:24:23.620030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-10T20:24:23.631860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-10T20:24:23.632188] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-10T20:24:23.632958] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-10T20:24:23.633007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:23.633037] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:23.633063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:23.633117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:23.689405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:23.690173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:23.690250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:23.690281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:23.829810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:23.829954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:23.829991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:23.830018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:23.833273] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-12-10T20:24:23.833536] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-10T20:24:23.833671] [INFO ] [sig       ] FRGE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:23.970909] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FRGE.txt
[2025-12-10T20:24:23.971028] [INFO ] [sig       ] [1311/3612] Completed FRGE in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:23.971065] [INFO ] [sig       ] [1312/3612] Forecasting FRHC...
[2025-12-10T20:24:23.971095] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-10T20:24:23.971123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-10T20:24:23.981974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-10T20:24:23.982251] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-10T20:24:23.983020] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-10T20:24:23.983071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:23.983101] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:23.983152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:23.983209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:24.040034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:24.040853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:24.040932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:24.040965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:24.155071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:24.155215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:24.155255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:24.155282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:24.158557] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-10T20:24:24.158837] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-10T20:24:24.158972] [INFO ] [sig       ] FRHC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:24.296674] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FRHC.txt
[2025-12-10T20:24:24.296798] [INFO ] [sig       ] [1312/3612] Completed FRHC in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:24.296835] [INFO ] [sig       ] [1313/3612] Forecasting FRME...
[2025-12-10T20:24:24.296863] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-10T20:24:24.296891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-10T20:24:24.308107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-10T20:24:24.308430] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-10T20:24:24.309210] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-10T20:24:24.309259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:24.309290] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:24.309316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:24.309370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:24.365754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:24.366592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:24.366671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:24.366702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:24.489825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:24.489993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:24.490032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:24.490060] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:24.493562] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-10T20:24:24.493895] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-10T20:24:24.494031] [INFO ] [sig       ] FRME: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:24.637013] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FRME.txt
[2025-12-10T20:24:24.637170] [INFO ] [sig       ] [1313/3612] Completed FRME in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:24.637212] [INFO ] [sig       ] [1314/3612] Forecasting FRO...
[2025-12-10T20:24:24.637245] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-10T20:24:24.637287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-10T20:24:24.648680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-10T20:24:24.649055] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-10T20:24:24.649906] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-10T20:24:24.649958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:24.649990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:24.650017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:24.650075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:24.706719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:24.707621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:24.707706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:24.710637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:24.832758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:24.832905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:24.832961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:24.832991] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:24.836294] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-10T20:24:24.836568] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-10T20:24:24.836705] [INFO ] [sig       ] FRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:24.974588] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FRO.txt
[2025-12-10T20:24:24.974734] [INFO ] [sig       ] [1314/3612] Completed FRO in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.4m
[2025-12-10T20:24:24.974797] [INFO ] [sig       ] [1315/3612] Forecasting FROG...
[2025-12-10T20:24:24.974831] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-10T20:24:24.974860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-10T20:24:24.985813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-10T20:24:24.986117] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-10T20:24:24.986912] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-10T20:24:24.986963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:24.986993] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:24.987018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:24.987074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:25.046094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:25.046945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:25.047024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:25.047055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:25.166642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:25.166797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:25.166837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:25.166863] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:25.170265] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=57.10%)
[2025-12-10T20:24:25.170551] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-10T20:24:25.170700] [INFO ] [sig       ] FROG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:25.311490] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FROG.txt
[2025-12-10T20:24:25.311667] [INFO ] [sig       ] [1315/3612] Completed FROG in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-10T20:24:25.311709] [INFO ] [sig       ] [1316/3612] Forecasting FRPH...
[2025-12-10T20:24:25.311737] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-10T20:24:25.311766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-10T20:24:25.323336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-10T20:24:25.323718] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-10T20:24:25.324654] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-10T20:24:25.324706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:25.324738] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:25.324764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:25.324819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:25.381473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:25.382387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:25.382467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:25.382499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:25.500324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:25.500480] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:24:25.500517] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:25.500545] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:25.503849] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-10T20:24:25.504127] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-10T20:24:25.504252] [INFO ] [sig       ] FRPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:25.645275] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FRPH.txt
[2025-12-10T20:24:25.645431] [INFO ] [sig       ] [1316/3612] Completed FRPH in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-10T20:24:25.645470] [INFO ] [sig       ] [1317/3612] Forecasting FRSH...
[2025-12-10T20:24:25.645499] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-10T20:24:25.645527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-10T20:24:25.657549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-10T20:24:25.658019] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-10T20:24:25.658876] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-10T20:24:25.658929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:25.658961] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:25.658987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:25.659043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:25.717382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:25.718273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:25.718355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:25.718388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:25.843295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:25.843452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:25.843493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:25.843521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:25.847133] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-10T20:24:25.847459] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-10T20:24:25.847619] [INFO ] [sig       ] FRSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:25.988122] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FRSH.txt
[2025-12-10T20:24:25.988274] [INFO ] [sig       ] [1317/3612] Completed FRSH in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.4m
[2025-12-10T20:24:25.988314] [INFO ] [sig       ] [1318/3612] Forecasting FRSX...
[2025-12-10T20:24:25.988342] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-10T20:24:25.988372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-10T20:24:26.000523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-10T20:24:26.000936] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-10T20:24:26.001740] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-10T20:24:26.001790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:26.001836] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:26.001864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:26.001920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:26.058851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:26.059713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:26.059792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:26.059825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:26.177949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:26.178104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:26.178142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:26.178171] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:26.181709] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-12-10T20:24:26.182015] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-10T20:24:26.182148] [INFO ] [sig       ] FRSX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:26.331532] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FRSX.txt
[2025-12-10T20:24:26.331715] [INFO ] [sig       ] [1318/3612] Completed FRSX in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:26.331760] [INFO ] [sig       ] [1319/3612] Forecasting FSBC...
[2025-12-10T20:24:26.331790] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-10T20:24:26.331820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-10T20:24:26.343726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-10T20:24:26.344166] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-10T20:24:26.345075] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-10T20:24:26.345139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:26.345173] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:26.345200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:26.345258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:26.404150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:26.405054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:26.405136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:26.405169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:26.536669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:26.536823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:26.536863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:26.536891] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:26.540270] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-10T20:24:26.540557] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-10T20:24:26.540706] [INFO ] [sig       ] FSBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:26.683032] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FSBC.txt
[2025-12-10T20:24:26.683183] [INFO ] [sig       ] [1319/3612] Completed FSBC in 0.4s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:26.683223] [INFO ] [sig       ] [1320/3612] Forecasting FSCO...
[2025-12-10T20:24:26.683252] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-10T20:24:26.683281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-10T20:24:26.694569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-10T20:24:26.694963] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-10T20:24:26.695758] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-10T20:24:26.695808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:26.695840] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:26.695866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:26.695921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:26.752221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:26.753083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:26.753161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:26.753193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:26.868154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:26.868308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:26.868347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:26.868374] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:26.871763] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-10T20:24:26.872069] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-10T20:24:26.872200] [INFO ] [sig       ] FSCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:27.018357] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FSCO.txt
[2025-12-10T20:24:27.018514] [INFO ] [sig       ] [1320/3612] Completed FSCO in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:27.018555] [INFO ] [sig       ] [1321/3612] Forecasting FSK...
[2025-12-10T20:24:27.018602] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-10T20:24:27.018633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-10T20:24:27.030198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-10T20:24:27.030537] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-10T20:24:27.031322] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-10T20:24:27.031372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:27.031403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:27.031430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:27.031485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:27.088124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:27.088993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:27.089079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:27.089110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:27.204498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:27.204670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:27.204710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:27.204738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:27.208094] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-10T20:24:27.208384] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-10T20:24:27.208512] [INFO ] [sig       ] FSK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:27.349967] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FSK.txt
[2025-12-10T20:24:27.350116] [INFO ] [sig       ] [1321/3612] Completed FSK in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:27.350156] [INFO ] [sig       ] [1322/3612] Forecasting FSLY...
[2025-12-10T20:24:27.350191] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-10T20:24:27.350221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-10T20:24:27.361654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-10T20:24:27.362010] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-10T20:24:27.362782] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-10T20:24:27.362832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:27.362863] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:27.362890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:27.362945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:27.420013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:27.420873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:27.420989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:27.421021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:27.543888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:27.544041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:27.544081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:27.544109] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:27.547434] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-10T20:24:27.547747] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-10T20:24:27.547879] [INFO ] [sig       ] FSLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:27.694384] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FSLY.txt
[2025-12-10T20:24:27.694538] [INFO ] [sig       ] [1322/3612] Completed FSLY in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:27.694595] [INFO ] [sig       ] [1323/3612] Forecasting FSM...
[2025-12-10T20:24:27.694626] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-10T20:24:27.694655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-10T20:24:27.706438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-10T20:24:27.706853] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-10T20:24:27.707690] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-10T20:24:27.707766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:27.707799] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:27.707826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:27.707882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:27.766618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:27.767493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:27.767611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:27.767654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:27.885222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:27.885348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:27.885386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:27.885413] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:27.889045] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-12-10T20:24:27.889310] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-10T20:24:27.889428] [INFO ] [sig       ] FSM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:28.026869] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FSM.txt
[2025-12-10T20:24:28.027000] [INFO ] [sig       ] [1323/3612] Completed FSM in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:28.027038] [INFO ] [sig       ] [1324/3612] Forecasting FSS...
[2025-12-10T20:24:28.027065] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-10T20:24:28.027093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-10T20:24:28.038252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-10T20:24:28.038590] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-10T20:24:28.039399] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-10T20:24:28.039451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:28.039482] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:28.039509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:28.039564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:28.096360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:28.097026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:28.097102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:28.097134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:28.217039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:28.217183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:28.217221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:28.217247] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:28.220519] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=38.69%)
[2025-12-10T20:24:28.220807] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-10T20:24:28.220929] [INFO ] [sig       ] FSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:28.358096] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FSS.txt
[2025-12-10T20:24:28.358214] [INFO ] [sig       ] [1324/3612] Completed FSS in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:28.358253] [INFO ] [sig       ] [1325/3612] Forecasting FTA...
[2025-12-10T20:24:28.358282] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-10T20:24:28.358312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-10T20:24:28.369089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-10T20:24:28.369393] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-10T20:24:28.370228] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-10T20:24:28.370279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:28.370310] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:28.370336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:28.370393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:28.427607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:28.428218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:28.428292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:28.428324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:28.547705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:28.547893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:28.547932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:28.547982] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:28.551648] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-10T20:24:28.551989] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-10T20:24:28.552127] [INFO ] [sig       ] FTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:28.697119] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTA.txt
[2025-12-10T20:24:28.697330] [INFO ] [sig       ] [1325/3612] Completed FTA in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:28.697371] [INFO ] [sig       ] [1326/3612] Forecasting FTAI...
[2025-12-10T20:24:28.697400] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-10T20:24:28.697429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-10T20:24:28.709330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-10T20:24:28.709744] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-10T20:24:28.710510] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-10T20:24:28.710560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:28.710615] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:28.710642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:28.710697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:28.768030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:28.768910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:28.768990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:28.769022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:28.895689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:28.895849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:28.895888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:28.895916] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:28.899445] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=28.46%)
[2025-12-10T20:24:28.899793] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-10T20:24:28.899930] [INFO ] [sig       ] FTAI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:29.044016] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTAI.txt
[2025-12-10T20:24:29.044141] [INFO ] [sig       ] [1326/3612] Completed FTAI in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:29.044179] [INFO ] [sig       ] [1327/3612] Forecasting FTC...
[2025-12-10T20:24:29.044208] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-10T20:24:29.044237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-10T20:24:29.055804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-10T20:24:29.056148] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-10T20:24:29.057002] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-10T20:24:29.057053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:29.057086] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:29.057111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:29.057167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:29.114737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:29.115443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:29.115524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:29.115594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:29.231492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:29.231664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:29.231704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:29.231730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:29.235073] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=23.09%)
[2025-12-10T20:24:29.235344] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-10T20:24:29.235465] [INFO ] [sig       ] FTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:29.373220] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTC.txt
[2025-12-10T20:24:29.373346] [INFO ] [sig       ] [1327/3612] Completed FTC in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:29.373384] [INFO ] [sig       ] [1328/3612] Forecasting FTCI...
[2025-12-10T20:24:29.373411] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-10T20:24:29.373439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-10T20:24:29.385272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-10T20:24:29.385586] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-10T20:24:29.386350] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-10T20:24:29.386399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:29.386429] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:29.386454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:29.386508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:29.442916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:29.443741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:29.443821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:29.443853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:29.565007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:29.565149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:29.565188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:29.565216] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:29.568586] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-12-10T20:24:29.568861] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-10T20:24:29.568984] [INFO ] [sig       ] FTCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:29.712057] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTCI.txt
[2025-12-10T20:24:29.712262] [INFO ] [sig       ] [1328/3612] Completed FTCI in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:29.712318] [INFO ] [sig       ] [1329/3612] Forecasting FTCS...
[2025-12-10T20:24:29.712358] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-10T20:24:29.712399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-10T20:24:29.724811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-10T20:24:29.725219] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-10T20:24:29.726211] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-10T20:24:29.726273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:29.726346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:29.726398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:29.726480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:29.788330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:29.789202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:29.789283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:29.789316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:29.907752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:29.907905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:29.907942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:29.907969] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:29.911239] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-10T20:24:29.911506] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-10T20:24:29.911640] [INFO ] [sig       ] FTCS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:30.048324] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTCS.txt
[2025-12-10T20:24:30.048467] [INFO ] [sig       ] [1329/3612] Completed FTCS in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:30.048507] [INFO ] [sig       ] [1330/3612] Forecasting FTEK...
[2025-12-10T20:24:30.048536] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-10T20:24:30.048565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-10T20:24:30.059760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-10T20:24:30.060101] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-10T20:24:30.060887] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-10T20:24:30.060937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:30.060967] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:30.060992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:30.061046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:30.116496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:30.117401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:30.117482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:30.117513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:30.231824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:30.231974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:30.232014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:30.232042] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:30.235364] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-10T20:24:30.235659] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-10T20:24:30.235783] [INFO ] [sig       ] FTEK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:30.375219] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTEK.txt
[2025-12-10T20:24:30.375349] [INFO ] [sig       ] [1330/3612] Completed FTEK in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:30.375388] [INFO ] [sig       ] [1331/3612] Forecasting FTGC...
[2025-12-10T20:24:30.375416] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-10T20:24:30.375444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-10T20:24:30.386433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-10T20:24:30.386747] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-10T20:24:30.387512] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-10T20:24:30.387564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:30.387621] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:30.387649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:30.387704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:30.444275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:30.445005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:30.445081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:30.445113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:30.562449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:30.562626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:30.562674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:30.562713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:30.566056] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-10T20:24:30.566333] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-10T20:24:30.566457] [INFO ] [sig       ] FTGC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:30.707592] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTGC.txt
[2025-12-10T20:24:30.707762] [INFO ] [sig       ] [1331/3612] Completed FTGC in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:30.707805] [INFO ] [sig       ] [1332/3612] Forecasting FTGS...
[2025-12-10T20:24:30.707834] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-10T20:24:30.707863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-10T20:24:30.719300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-10T20:24:30.719697] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-10T20:24:30.720507] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-10T20:24:30.720557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:30.720617] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:30.720645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:30.720701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:30.778912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:30.779804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:30.780078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:30.780110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:30.900996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:30.901148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:30.901187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:30.901250] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:30.904678] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-10T20:24:30.904970] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-10T20:24:30.905096] [INFO ] [sig       ] FTGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:31.052745] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTGS.txt
[2025-12-10T20:24:31.052905] [INFO ] [sig       ] [1332/3612] Completed FTGS in 0.3s | 2.87 sym/s | Total: 7.7m | ETA: 13.3m
[2025-12-10T20:24:31.052947] [INFO ] [sig       ] [1333/3612] Forecasting FTHI...
[2025-12-10T20:24:31.052979] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-10T20:24:31.053032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-10T20:24:31.064616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-10T20:24:31.064987] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-10T20:24:31.065807] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-10T20:24:31.065858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:31.065891] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:31.065917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:31.065974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:31.124558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:31.125418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:31.125505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:31.125538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:31.246968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:31.247124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:31.247163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:31.247191] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:31.250660] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-10T20:24:31.250991] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-10T20:24:31.251127] [INFO ] [sig       ] FTHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:31.395409] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTHI.txt
[2025-12-10T20:24:31.395560] [INFO ] [sig       ] [1333/3612] Completed FTHI in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-10T20:24:31.395622] [INFO ] [sig       ] [1334/3612] Forecasting FTHM...
[2025-12-10T20:24:31.395652] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-10T20:24:31.395680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-10T20:24:31.407132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-10T20:24:31.407478] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-10T20:24:31.408284] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-10T20:24:31.408335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:31.408365] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:31.408391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:31.408447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:31.466067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:31.466973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:31.467056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:31.467088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:31.592368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:31.592546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:31.592604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:31.592636] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:31.596234] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-12-10T20:24:31.596570] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-10T20:24:31.596748] [INFO ] [sig       ] FTHM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:31.740559] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTHM.txt
[2025-12-10T20:24:31.740734] [INFO ] [sig       ] [1334/3612] Completed FTHM in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.3m
[2025-12-10T20:24:31.740772] [INFO ] [sig       ] [1335/3612] Forecasting FTHY...
[2025-12-10T20:24:31.740802] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-10T20:24:31.740831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-10T20:24:31.752455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-10T20:24:31.752836] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-10T20:24:31.753632] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-10T20:24:31.753693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:31.753729] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:31.753755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:31.753810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:31.812306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:31.813181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:31.813268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:31.813301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:31.929090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:31.929238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:31.929275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:31.929303] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:31.932870] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-10T20:24:31.933141] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-10T20:24:31.933259] [INFO ] [sig       ] FTHY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:32.087618] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTHY.txt
[2025-12-10T20:24:32.087814] [INFO ] [sig       ] [1335/3612] Completed FTHY in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:32.087858] [INFO ] [sig       ] [1336/3612] Forecasting FTI...
[2025-12-10T20:24:32.087886] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-10T20:24:32.087914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-10T20:24:32.100249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-10T20:24:32.100659] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-10T20:24:32.101455] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-10T20:24:32.101507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:32.101538] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:32.101565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:32.101648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:32.162102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:32.163031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:32.163126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:32.163165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:32.293675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:32.293828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:32.293865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:32.293893] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:32.297381] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-10T20:24:32.297673] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-10T20:24:32.297836] [INFO ] [sig       ] FTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:32.444152] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTI.txt
[2025-12-10T20:24:32.444324] [INFO ] [sig       ] [1336/3612] Completed FTI in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:32.444366] [INFO ] [sig       ] [1337/3612] Forecasting FTK...
[2025-12-10T20:24:32.444394] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-10T20:24:32.444422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-10T20:24:32.456744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-10T20:24:32.457129] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-10T20:24:32.457983] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-10T20:24:32.458036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:32.458068] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:32.458094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:32.458150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:32.519700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:32.520537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:32.520639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:32.520671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:32.650350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:32.650501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:32.650547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:32.650593] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:32.654207] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=37.25%)
[2025-12-10T20:24:32.654527] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-10T20:24:32.654694] [INFO ] [sig       ] FTK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:32.806779] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTK.txt
[2025-12-10T20:24:32.807117] [INFO ] [sig       ] [1337/3612] Completed FTK in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:32.807157] [INFO ] [sig       ] [1338/3612] Forecasting FTLF...
[2025-12-10T20:24:32.807185] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-10T20:24:32.807215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-10T20:24:32.820721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-10T20:24:32.821181] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-10T20:24:32.822433] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-10T20:24:32.822495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:32.822533] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:32.822568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:32.822667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:32.886853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:32.887754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:32.887842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:32.887874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:33.004655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:33.004813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:33.004853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:33.004881] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:33.008461] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-10T20:24:33.008794] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-10T20:24:33.009128] [INFO ] [sig       ] FTLF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:33.152693] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTLF.txt
[2025-12-10T20:24:33.152848] [INFO ] [sig       ] [1338/3612] Completed FTLF in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:33.152890] [INFO ] [sig       ] [1339/3612] Forecasting FTQI...
[2025-12-10T20:24:33.152919] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-10T20:24:33.152947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-10T20:24:33.164512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-10T20:24:33.164935] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-10T20:24:33.165744] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-10T20:24:33.165796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:33.165828] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:33.165857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:33.165913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:33.224697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:33.225540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:33.225683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:33.225719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:33.345289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:33.345442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:33.345480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:33.345508] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:33.349081] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-10T20:24:33.349405] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-10T20:24:33.349541] [INFO ] [sig       ] FTQI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:33.495456] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTQI.txt
[2025-12-10T20:24:33.495661] [INFO ] [sig       ] [1339/3612] Completed FTQI in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:33.495727] [INFO ] [sig       ] [1340/3612] Forecasting FTRE...
[2025-12-10T20:24:33.495775] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-10T20:24:33.495814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-10T20:24:33.507997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-10T20:24:33.508380] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-10T20:24:33.509198] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-10T20:24:33.509250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:33.509281] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:33.509307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:33.509381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:33.568367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:33.569251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:33.569334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:33.569366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:33.694690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:33.694844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:33.694883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:33.694910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:33.698344] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-10T20:24:33.698734] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-10T20:24:33.698904] [INFO ] [sig       ] FTRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:33.844492] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTRE.txt
[2025-12-10T20:24:33.844667] [INFO ] [sig       ] [1340/3612] Completed FTRE in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:33.844708] [INFO ] [sig       ] [1341/3612] Forecasting FTRI...
[2025-12-10T20:24:33.844737] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-10T20:24:33.844765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-10T20:24:33.856710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-10T20:24:33.857079] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-10T20:24:33.857891] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-10T20:24:33.857941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:33.857972] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:33.857997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:33.858053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:33.916548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:33.917414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:33.917529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:33.917564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:34.036377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:34.036530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:34.036584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:34.036616] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:34.040133] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-10T20:24:34.040447] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-10T20:24:34.040630] [INFO ] [sig       ] FTRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:34.180043] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTRI.txt
[2025-12-10T20:24:34.180173] [INFO ] [sig       ] [1341/3612] Completed FTRI in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:34.180211] [INFO ] [sig       ] [1342/3612] Forecasting FTS...
[2025-12-10T20:24:34.180240] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-10T20:24:34.180269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-10T20:24:34.191313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-10T20:24:34.191565] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-10T20:24:34.192322] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-10T20:24:34.192381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:34.192413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:34.192438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:34.192493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:34.250030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:34.250655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:34.250730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:34.250762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:34.371396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:34.371490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:34.371524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:34.371551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:34.374560] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-10T20:24:34.374831] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-10T20:24:34.374947] [INFO ] [sig       ] FTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:34.513802] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTS.txt
[2025-12-10T20:24:34.513934] [INFO ] [sig       ] [1342/3612] Completed FTS in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:34.513971] [INFO ] [sig       ] [1343/3612] Forecasting FTSL...
[2025-12-10T20:24:34.514000] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-10T20:24:34.514028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-10T20:24:34.525151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-10T20:24:34.525405] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-10T20:24:34.526172] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-10T20:24:34.526225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:34.526255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:34.526281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:34.526336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:34.582336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:34.582937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:34.583012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:34.583042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:34.697025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:34.697136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:34.697172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:34.697198] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:34.700354] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-12-10T20:24:34.700635] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-10T20:24:34.700754] [INFO ] [sig       ] FTSL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:34.852995] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTSL.txt
[2025-12-10T20:24:34.853151] [INFO ] [sig       ] [1343/3612] Completed FTSL in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:34.853190] [INFO ] [sig       ] [1344/3612] Forecasting FTSM...
[2025-12-10T20:24:34.853218] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-10T20:24:34.853248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-10T20:24:34.864553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-10T20:24:34.864912] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-10T20:24:34.865685] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-10T20:24:34.865735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:34.865766] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:34.865792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:34.865846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:34.925212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:34.926150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:34.926231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:34.926263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:35.028145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:35.028301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:35.028338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:35.028366] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:35.031761] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-10T20:24:35.032046] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-10T20:24:35.032170] [INFO ] [sig       ] FTSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:35.172053] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTSM.txt
[2025-12-10T20:24:35.172206] [INFO ] [sig       ] [1344/3612] Completed FTSM in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:35.172244] [INFO ] [sig       ] [1345/3612] Forecasting FTXG...
[2025-12-10T20:24:35.172273] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-10T20:24:35.172303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-10T20:24:35.183410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-10T20:24:35.183767] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-10T20:24:35.184511] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-10T20:24:35.184560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:35.184613] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:35.184640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:35.184694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:35.240500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:35.241353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:35.241434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:35.241465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:35.354648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:35.354803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:35.354841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:35.354869] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:35.358543] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-10T20:24:35.358836] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-10T20:24:35.358955] [INFO ] [sig       ] FTXG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:35.507367] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTXG.txt
[2025-12-10T20:24:35.507544] [INFO ] [sig       ] [1345/3612] Completed FTXG in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:35.507604] [INFO ] [sig       ] [1346/3612] Forecasting FTXL...
[2025-12-10T20:24:35.507637] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-10T20:24:35.507666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-10T20:24:35.518463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-10T20:24:35.518763] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-10T20:24:35.519592] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-10T20:24:35.519643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:35.519699] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:35.519727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:35.519788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:35.580351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:35.581247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:35.581330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:35.581362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:35.697591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:35.697758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:35.697797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:35.697824] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:35.701222] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-10T20:24:35.701495] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-10T20:24:35.701641] [INFO ] [sig       ] FTXL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:35.842883] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTXL.txt
[2025-12-10T20:24:35.843021] [INFO ] [sig       ] [1346/3612] Completed FTXL in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:35.843059] [INFO ] [sig       ] [1347/3612] Forecasting FTXN...
[2025-12-10T20:24:35.843088] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-10T20:24:35.843117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-10T20:24:35.854239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-10T20:24:35.854543] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-10T20:24:35.855335] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-10T20:24:35.855386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:35.855417] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:35.855443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:35.855499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:35.914321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:35.915083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:35.915161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:35.915194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:36.036664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:36.036812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:36.036851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:36.036880] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:36.043317] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-10T20:24:36.043672] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-10T20:24:36.043808] [INFO ] [sig       ] FTXN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:36.183049] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FTXN.txt
[2025-12-10T20:24:36.183187] [INFO ] [sig       ] [1347/3612] Completed FTXN in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:36.183226] [INFO ] [sig       ] [1348/3612] Forecasting FTXO...
[2025-12-10T20:24:36.183255] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-10T20:24:36.183289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-10T20:24:36.194982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-10T20:24:36.195278] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-10T20:24:36.196056] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-10T20:24:36.196105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:36.196137] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:36.196163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:36.196217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:36.255990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:36.257062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:36.257146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:36.257179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:36.385047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:36.385193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:36.385232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:36.385260] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:36.388879] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-10T20:24:36.389146] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-10T20:24:36.389265] [INFO ] [sig       ] FTXO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:36.527847] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FTXO.txt
[2025-12-10T20:24:36.527999] [INFO ] [sig       ] [1348/3612] Completed FTXO in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:36.528036] [INFO ] [sig       ] [1349/3612] Forecasting FUBO...
[2025-12-10T20:24:36.528065] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-10T20:24:36.528094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-10T20:24:36.539182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-10T20:24:36.539516] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-10T20:24:36.540306] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-10T20:24:36.540356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:36.540387] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:36.540413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:36.540467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:36.597198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:36.598053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:36.598134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:36.598168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:36.722632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:36.722806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:36.722846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:36.722905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:36.726305] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-10T20:24:36.726603] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-10T20:24:36.726729] [INFO ] [sig       ] FUBO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:36.871144] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FUBO.txt
[2025-12-10T20:24:36.871294] [INFO ] [sig       ] [1349/3612] Completed FUBO in 0.3s | 2.87 sym/s | Total: 7.8m | ETA: 13.2m
[2025-12-10T20:24:36.871334] [INFO ] [sig       ] [1350/3612] Forecasting FUL...
[2025-12-10T20:24:36.871363] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-10T20:24:36.871392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-10T20:24:36.883037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-10T20:24:36.883318] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-10T20:24:36.884132] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-10T20:24:36.884183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:36.884214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:36.884240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:36.884295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:36.945811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:36.946773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:36.946855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:36.946887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:37.072168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:37.072305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:37.072343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:37.072370] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:37.075658] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-10T20:24:37.075931] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-10T20:24:37.076052] [INFO ] [sig       ] FUL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:37.214293] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FUL.txt
[2025-12-10T20:24:37.214411] [INFO ] [sig       ] [1350/3612] Completed FUL in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.2m
[2025-12-10T20:24:37.214452] [INFO ] [sig       ] [1351/3612] Forecasting FULC...
[2025-12-10T20:24:37.214479] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-10T20:24:37.214507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-10T20:24:37.226425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-10T20:24:37.226731] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-10T20:24:37.227466] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-10T20:24:37.227515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:37.227545] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:37.227587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:37.227646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:37.283803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:37.284528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:37.284626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:37.284658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:37.409687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:37.409838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:37.409875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:37.409904] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:37.413156] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-10T20:24:37.413422] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-10T20:24:37.413540] [INFO ] [sig       ] FULC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:37.551821] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FULC.txt
[2025-12-10T20:24:37.551958] [INFO ] [sig       ] [1351/3612] Completed FULC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:37.551999] [INFO ] [sig       ] [1352/3612] Forecasting FUN...
[2025-12-10T20:24:37.552027] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-10T20:24:37.552056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-10T20:24:37.563091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-10T20:24:37.563362] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-10T20:24:37.564118] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-10T20:24:37.564168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:37.564198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:37.564223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:37.564277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:37.620316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:37.620921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:37.620995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:37.621025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:37.739682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:37.739841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:37.739878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:37.739905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:37.743242] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=80.95%)
[2025-12-10T20:24:37.743514] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-10T20:24:37.743668] [INFO ] [sig       ] FUN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:37.881874] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FUN.txt
[2025-12-10T20:24:37.881999] [INFO ] [sig       ] [1352/3612] Completed FUN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:37.882037] [INFO ] [sig       ] [1353/3612] Forecasting FUNC...
[2025-12-10T20:24:37.882066] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-10T20:24:37.882093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-10T20:24:37.893079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-10T20:24:37.893338] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-10T20:24:37.894099] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-10T20:24:37.894149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:37.894192] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:37.894219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:37.894274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:37.950426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:37.951023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:37.951099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:37.951129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:38.067783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:38.067939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:38.067979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:38.068006] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:38.071394] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-12-10T20:24:38.071704] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-10T20:24:38.071834] [INFO ] [sig       ] FUNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:38.209553] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FUNC.txt
[2025-12-10T20:24:38.209696] [INFO ] [sig       ] [1353/3612] Completed FUNC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:38.209733] [INFO ] [sig       ] [1354/3612] Forecasting FUND...
[2025-12-10T20:24:38.209762] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-10T20:24:38.209791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-10T20:24:38.220829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-10T20:24:38.221142] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-10T20:24:38.221902] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-10T20:24:38.221951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:38.221982] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:38.222007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:38.222061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:38.278230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:38.278846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:38.278920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:38.278951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:38.393390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:38.393541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:38.393597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:38.393628] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:38.397521] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-10T20:24:38.397822] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-10T20:24:38.397941] [INFO ] [sig       ] FUND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:38.537874] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FUND.txt
[2025-12-10T20:24:38.538186] [INFO ] [sig       ] [1354/3612] Completed FUND in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:38.538223] [INFO ] [sig       ] [1355/3612] Forecasting FVCB...
[2025-12-10T20:24:38.538252] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-10T20:24:38.538280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-10T20:24:38.550152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-10T20:24:38.550479] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-10T20:24:38.551251] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-10T20:24:38.551302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:38.551333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:38.551359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:38.551414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:38.607777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:38.608534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:38.608634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:38.608667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:38.718208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:38.718366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:38.718407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:38.718438] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:38.721904] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-10T20:24:38.722209] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-10T20:24:38.722344] [INFO ] [sig       ] FVCB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:38.865183] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FVCB.txt
[2025-12-10T20:24:38.865339] [INFO ] [sig       ] [1355/3612] Completed FVCB in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:38.865385] [INFO ] [sig       ] [1356/3612] Forecasting FWONA...
[2025-12-10T20:24:38.865416] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-10T20:24:38.865445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-10T20:24:38.876865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-10T20:24:38.877246] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-10T20:24:38.878094] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-10T20:24:38.878154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:38.878194] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:38.878223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:38.878282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:38.937820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:38.938735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:38.938878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:38.938912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:39.063399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:39.063551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:39.063609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:39.063638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:39.066921] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=53.97%)
[2025-12-10T20:24:39.067190] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-10T20:24:39.067311] [INFO ] [sig       ] FWONA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:39.208445] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FWONA.txt
[2025-12-10T20:24:39.208561] [INFO ] [sig       ] [1356/3612] Completed FWONA in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:39.208631] [INFO ] [sig       ] [1357/3612] Forecasting FWONK...
[2025-12-10T20:24:39.208662] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-10T20:24:39.208690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-10T20:24:39.220322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-10T20:24:39.220606] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-10T20:24:39.221340] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-10T20:24:39.221389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:39.221419] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:39.221445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:39.221500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:39.279147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:39.279963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:39.280037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:39.280068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:39.394118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:39.394236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:39.394272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:39.394299] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:39.397411] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-10T20:24:39.397688] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-10T20:24:39.397837] [INFO ] [sig       ] FWONK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:39.546984] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FWONK.txt
[2025-12-10T20:24:39.547114] [INFO ] [sig       ] [1357/3612] Completed FWONK in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:39.547152] [INFO ] [sig       ] [1358/3612] Forecasting FWRD...
[2025-12-10T20:24:39.547180] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-10T20:24:39.547208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-10T20:24:39.560489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-10T20:24:39.560868] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-10T20:24:39.561646] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-10T20:24:39.561695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:39.561727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:39.561753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:39.561812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:39.622849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:39.623925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:39.624007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:39.624039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:39.746213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:39.746362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:39.746400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:39.746427] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:39.749796] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-10T20:24:39.750065] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-10T20:24:39.750203] [INFO ] [sig       ] FWRD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:39.889545] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FWRD.txt
[2025-12-10T20:24:39.889689] [INFO ] [sig       ] [1358/3612] Completed FWRD in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:39.889726] [INFO ] [sig       ] [1359/3612] Forecasting FWRG...
[2025-12-10T20:24:39.889758] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-10T20:24:39.889792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-10T20:24:39.901160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-10T20:24:39.901494] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-10T20:24:39.902261] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-10T20:24:39.902310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:39.902341] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:39.902367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:39.902421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:39.958171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:39.958818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:39.958896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:39.958926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:40.078750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:40.078898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:40.078936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:40.078963] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:40.082234] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2025-12-10T20:24:40.082501] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-10T20:24:40.082645] [INFO ] [sig       ] FWRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:40.221237] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/FWRG.txt
[2025-12-10T20:24:40.221365] [INFO ] [sig       ] [1359/3612] Completed FWRG in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:40.221401] [INFO ] [sig       ] [1360/3612] Forecasting FYC...
[2025-12-10T20:24:40.221429] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-10T20:24:40.221459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-10T20:24:40.232344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-10T20:24:40.232637] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-10T20:24:40.233375] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-10T20:24:40.233425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:40.233454] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:40.233480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:40.233534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:40.290528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:40.291172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:40.291247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:40.291278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:40.412233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:40.412388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:40.412442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:40.412471] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:40.415770] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-10T20:24:40.416216] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-10T20:24:40.416338] [INFO ] [sig       ] FYC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:40.554276] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FYC.txt
[2025-12-10T20:24:40.554408] [INFO ] [sig       ] [1360/3612] Completed FYC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:40.554446] [INFO ] [sig       ] [1361/3612] Forecasting FYX...
[2025-12-10T20:24:40.554474] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-10T20:24:40.554504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-10T20:24:40.565311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-10T20:24:40.565625] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-10T20:24:40.566363] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-10T20:24:40.566413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:40.566443] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:40.566469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:40.566524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:40.622222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:40.622972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:40.623050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:40.623082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:40.745379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:40.745533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:40.745587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:40.745618] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:40.749328] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-12-10T20:24:40.749615] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-10T20:24:40.749739] [INFO ] [sig       ] FYX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:40.890211] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/FYX.txt
[2025-12-10T20:24:40.890341] [INFO ] [sig       ] [1361/3612] Completed FYX in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:40.890379] [INFO ] [sig       ] [1362/3612] Forecasting G...
[2025-12-10T20:24:40.890407] [INFO ] [sig       ] Generating forecast for: G
[2025-12-10T20:24:40.890435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-10T20:24:40.901687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-10T20:24:40.901998] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-10T20:24:40.902765] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-10T20:24:40.902815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:40.902845] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:40.902871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:40.902925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:40.957993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:40.958808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:40.958912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:40.958946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:41.079504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:41.079671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:41.079712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:41.079739] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:41.082987] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-12-10T20:24:41.083254] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-10T20:24:41.083373] [INFO ] [sig       ] G: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:41.220436] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/G.txt
[2025-12-10T20:24:41.220603] [INFO ] [sig       ] [1362/3612] Completed G in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:41.220643] [INFO ] [sig       ] [1363/3612] Forecasting GAB...
[2025-12-10T20:24:41.220673] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-10T20:24:41.220701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-10T20:24:41.232726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-10T20:24:41.233026] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-10T20:24:41.233782] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-10T20:24:41.233874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:41.233905] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:41.233932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:41.233987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:41.289470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:41.290248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:41.290329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:41.290360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:41.410172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:41.410331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:41.410370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:41.410397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:41.413694] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-10T20:24:41.413960] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-10T20:24:41.414080] [INFO ] [sig       ] GAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:41.551692] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GAB.txt
[2025-12-10T20:24:41.551816] [INFO ] [sig       ] [1363/3612] Completed GAB in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:41.551853] [INFO ] [sig       ] [1364/3612] Forecasting GABC...
[2025-12-10T20:24:41.551881] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-10T20:24:41.551910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-10T20:24:41.562922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-10T20:24:41.563205] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-10T20:24:41.563959] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-10T20:24:41.564016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:41.564057] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:41.564084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:41.564140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:41.622787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:41.623477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:41.623558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:41.623606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:41.736513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:41.736685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:41.736725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:41.736752] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:41.740038] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2025-12-10T20:24:41.740301] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-10T20:24:41.740417] [INFO ] [sig       ] GABC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:41.876739] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GABC.txt
[2025-12-10T20:24:41.876865] [INFO ] [sig       ] [1364/3612] Completed GABC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:41.876915] [INFO ] [sig       ] [1365/3612] Forecasting GAIA...
[2025-12-10T20:24:41.876943] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-10T20:24:41.876977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-10T20:24:41.888335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-10T20:24:41.888812] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-10T20:24:41.889726] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-10T20:24:41.889778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:41.889809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:41.889838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:41.889895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:41.945141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:41.945826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:41.945904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:41.945935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:42.059892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:42.060044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:42.060082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:42.060110] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:42.063414] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=21.42%)
[2025-12-10T20:24:42.063699] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-10T20:24:42.063819] [INFO ] [sig       ] GAIA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:42.200518] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GAIA.txt
[2025-12-10T20:24:42.200663] [INFO ] [sig       ] [1365/3612] Completed GAIA in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:42.200703] [INFO ] [sig       ] [1366/3612] Forecasting GAIN...
[2025-12-10T20:24:42.200733] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-10T20:24:42.200761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-10T20:24:42.212100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-10T20:24:42.212384] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-10T20:24:42.213146] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-10T20:24:42.213196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:42.213226] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:42.213251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:42.213305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:42.269015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:42.269609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:42.269684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:42.269714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:42.388969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:42.389118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:42.389198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:42.389229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:42.392633] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-10T20:24:42.392919] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-10T20:24:42.393038] [INFO ] [sig       ] GAIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:42.531380] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GAIN.txt
[2025-12-10T20:24:42.531490] [INFO ] [sig       ] [1366/3612] Completed GAIN in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.1m
[2025-12-10T20:24:42.531526] [INFO ] [sig       ] [1367/3612] Forecasting GAM...
[2025-12-10T20:24:42.531555] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-10T20:24:42.531601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-10T20:24:42.542814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-10T20:24:42.543076] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-10T20:24:42.543834] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-10T20:24:42.543884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:42.543915] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:42.543941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:42.543997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:42.599612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:42.600187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:42.600261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:42.600292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:42.714789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:42.714942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:42.714980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:42.715195] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:42.718690] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-10T20:24:42.718958] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-10T20:24:42.719074] [INFO ] [sig       ] GAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:42.857655] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GAM.txt
[2025-12-10T20:24:42.857794] [INFO ] [sig       ] [1367/3612] Completed GAM in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 13.0m
[2025-12-10T20:24:42.857833] [INFO ] [sig       ] [1368/3612] Forecasting GAMB...
[2025-12-10T20:24:42.857868] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-10T20:24:42.857897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-10T20:24:42.870834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-10T20:24:42.871215] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-10T20:24:42.872192] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-10T20:24:42.872242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:42.872272] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:42.872299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:42.872354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:42.930874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:42.931760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:42.931844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:42.931879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:43.060427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:43.060610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:43.060650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:43.060677] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:43.064051] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-10T20:24:43.064340] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-10T20:24:43.064467] [INFO ] [sig       ] GAMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:43.211943] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GAMB.txt
[2025-12-10T20:24:43.212105] [INFO ] [sig       ] [1368/3612] Completed GAMB in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:43.212146] [INFO ] [sig       ] [1369/3612] Forecasting GANX...
[2025-12-10T20:24:43.212175] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-10T20:24:43.212205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-10T20:24:43.223787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-10T20:24:43.224160] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-10T20:24:43.224944] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-10T20:24:43.224994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:43.225026] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:43.225053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:43.225110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:43.285634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:43.286501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:43.286604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:43.286641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:43.411824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:43.411984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:43.412022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:43.412050] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:43.415433] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-10T20:24:43.415732] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-10T20:24:43.415859] [INFO ] [sig       ] GANX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:43.559180] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GANX.txt
[2025-12-10T20:24:43.559333] [INFO ] [sig       ] [1369/3612] Completed GANX in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:43.559373] [INFO ] [sig       ] [1370/3612] Forecasting GASS...
[2025-12-10T20:24:43.559431] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-10T20:24:43.559461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-10T20:24:43.570513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-10T20:24:43.570905] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-10T20:24:43.571677] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-10T20:24:43.571728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:43.571759] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:43.571785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:43.571840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:43.631496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:43.632361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:43.632446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:43.632480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:43.758091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:43.758433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:43.758473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:43.758502] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:43.761978] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-10T20:24:43.762243] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-10T20:24:43.762360] [INFO ] [sig       ] GASS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:43.907223] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GASS.txt
[2025-12-10T20:24:43.907355] [INFO ] [sig       ] [1370/3612] Completed GASS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:43.907393] [INFO ] [sig       ] [1371/3612] Forecasting GATX...
[2025-12-10T20:24:43.907422] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-10T20:24:43.907449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-10T20:24:43.919870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-10T20:24:43.920160] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-10T20:24:43.920959] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-10T20:24:43.921007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:43.921038] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:43.921064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:43.921119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:43.978471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:43.979174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:43.979260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:43.979292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:44.099704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:44.099860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:44.099902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:44.099950] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:44.103707] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-10T20:24:44.103995] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-10T20:24:44.104121] [INFO ] [sig       ] GATX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:44.242970] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GATX.txt
[2025-12-10T20:24:44.243122] [INFO ] [sig       ] [1371/3612] Completed GATX in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:44.243161] [INFO ] [sig       ] [1372/3612] Forecasting GAUZ...
[2025-12-10T20:24:44.243189] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-10T20:24:44.243218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-10T20:24:44.255101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-10T20:24:44.255453] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-10T20:24:44.256235] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-10T20:24:44.256288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:44.256320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:44.256346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:44.256404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:44.314905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:44.315889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:44.315969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:44.316000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:44.441437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:44.441610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:44.441651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:44.441679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:44.445042] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-10T20:24:44.445333] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-10T20:24:44.445465] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:44.589326] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GAUZ.txt
[2025-12-10T20:24:44.589468] [INFO ] [sig       ] [1372/3612] Completed GAUZ in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:44.589508] [INFO ] [sig       ] [1373/3612] Forecasting GBAB...
[2025-12-10T20:24:44.589539] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-10T20:24:44.589585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-10T20:24:44.601304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-10T20:24:44.601622] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-10T20:24:44.602404] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-10T20:24:44.602457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:44.602490] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:44.602517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:44.602620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:44.660682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:44.661392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:44.661474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:44.661523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:44.780362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:44.780508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:44.780546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:44.780590] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:44.784053] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-10T20:24:44.784498] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-10T20:24:44.784633] [INFO ] [sig       ] GBAB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:44.929945] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GBAB.txt
[2025-12-10T20:24:44.930329] [INFO ] [sig       ] [1373/3612] Completed GBAB in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:44.930388] [INFO ] [sig       ] [1374/3612] Forecasting GBCI...
[2025-12-10T20:24:44.930423] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-10T20:24:44.930464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-10T20:24:44.944378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-10T20:24:44.944874] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-10T20:24:44.945849] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-10T20:24:44.945906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:44.945940] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:44.945965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:44.946022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:45.004298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:45.005199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:45.005290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:45.005322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:45.133594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:45.133768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:45.133808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:45.133835] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:45.138014] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-10T20:24:45.138349] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-10T20:24:45.138480] [INFO ] [sig       ] GBCI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:45.284780] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GBCI.txt
[2025-12-10T20:24:45.284934] [INFO ] [sig       ] [1374/3612] Completed GBCI in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:45.284973] [INFO ] [sig       ] [1375/3612] Forecasting GBDC...
[2025-12-10T20:24:45.285002] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-10T20:24:45.285031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-10T20:24:45.296489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-10T20:24:45.296856] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-10T20:24:45.297626] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-10T20:24:45.297675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:45.297706] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:45.297767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:45.297829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:45.354592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:45.355667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:45.355747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:45.355778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:45.471911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:45.472071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:45.472110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:45.472139] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:45.475400] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-10T20:24:45.475689] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-10T20:24:45.475811] [INFO ] [sig       ] GBDC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:45.620348] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GBDC.txt
[2025-12-10T20:24:45.620499] [INFO ] [sig       ] [1375/3612] Completed GBDC in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:45.620538] [INFO ] [sig       ] [1376/3612] Forecasting GBIO...
[2025-12-10T20:24:45.620567] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-10T20:24:45.620618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-10T20:24:45.632198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-10T20:24:45.632555] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-10T20:24:45.633325] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-10T20:24:45.633374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:45.633404] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:45.633430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:45.633485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:45.693399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:45.694250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:45.694333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:45.694366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:45.830391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:45.830544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:45.830603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:45.830635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:45.835004] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-10T20:24:45.835404] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-10T20:24:45.835564] [INFO ] [sig       ] GBIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:45.983751] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GBIO.txt
[2025-12-10T20:24:45.983909] [INFO ] [sig       ] [1376/3612] Completed GBIO in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:45.983952] [INFO ] [sig       ] [1377/3612] Forecasting GBTG...
[2025-12-10T20:24:45.983988] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-10T20:24:45.984027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-10T20:24:45.996756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-10T20:24:45.997102] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-10T20:24:45.997922] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-10T20:24:45.997971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:45.998001] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:45.998027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:45.998081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:46.058920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:46.059946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:46.060031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:46.060064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:46.187971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:46.188350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:46.188394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:46.188422] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:46.192794] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-10T20:24:46.193072] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-10T20:24:46.193389] [INFO ] [sig       ] GBTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:46.338426] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GBTG.txt
[2025-12-10T20:24:46.338594] [INFO ] [sig       ] [1377/3612] Completed GBTG in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:46.338646] [INFO ] [sig       ] [1378/3612] Forecasting GBX...
[2025-12-10T20:24:46.338676] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-10T20:24:46.338704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-10T20:24:46.351255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-10T20:24:46.351605] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-10T20:24:46.352559] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-10T20:24:46.352625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:46.352655] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:46.352680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:46.352734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:46.411865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:46.412776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:46.412860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:46.412894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:46.529252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:46.529403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:46.529441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:46.529467] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:46.533464] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-10T20:24:46.533749] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-10T20:24:46.533872] [INFO ] [sig       ] GBX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:46.677132] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GBX.txt
[2025-12-10T20:24:46.677282] [INFO ] [sig       ] [1378/3612] Completed GBX in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:46.677321] [INFO ] [sig       ] [1379/3612] Forecasting GCBC...
[2025-12-10T20:24:46.677348] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-10T20:24:46.677384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-10T20:24:46.688641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-10T20:24:46.688992] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-10T20:24:46.689754] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-10T20:24:46.689803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:46.689834] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:46.689859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:46.689914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:46.747614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:46.748499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:46.748598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:46.748634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:46.857037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:46.857383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:46.857421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:46.857449] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:46.861623] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-10T20:24:46.861974] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-10T20:24:46.862113] [INFO ] [sig       ] GCBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:47.009308] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GCBC.txt
[2025-12-10T20:24:47.009459] [INFO ] [sig       ] [1379/3612] Completed GCBC in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:47.009497] [INFO ] [sig       ] [1380/3612] Forecasting GCMG...
[2025-12-10T20:24:47.009528] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-10T20:24:47.009557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-10T20:24:47.021008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-10T20:24:47.021364] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-10T20:24:47.022128] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-10T20:24:47.022178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:47.022209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:47.022235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:47.022290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:47.084520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:47.085418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:47.085500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:47.085534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:47.214778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:47.214931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:47.214970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:47.214999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:47.218755] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-10T20:24:47.219029] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-10T20:24:47.219155] [INFO ] [sig       ] GCMG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:47.365773] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GCMG.txt
[2025-12-10T20:24:47.365947] [INFO ] [sig       ] [1380/3612] Completed GCMG in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:47.365988] [INFO ] [sig       ] [1381/3612] Forecasting GCO...
[2025-12-10T20:24:47.366017] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-10T20:24:47.366046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-10T20:24:47.378042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-10T20:24:47.378361] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-10T20:24:47.379143] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-10T20:24:47.379193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:47.379224] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:47.379250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:47.379306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:47.440664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:47.441517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:47.441616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:47.441652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:47.564836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:47.564992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:47.565041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:47.565080] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:47.568751] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-12-10T20:24:47.569035] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-10T20:24:47.569159] [INFO ] [sig       ] GCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:47.714275] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GCO.txt
[2025-12-10T20:24:47.714425] [INFO ] [sig       ] [1381/3612] Completed GCO in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:47.714464] [INFO ] [sig       ] [1382/3612] Forecasting GD...
[2025-12-10T20:24:47.714492] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-10T20:24:47.714521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-10T20:24:47.726356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-10T20:24:47.726708] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-10T20:24:47.727449] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-10T20:24:47.727499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:47.727529] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:47.727554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:47.727636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:47.788048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:47.789366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:47.789473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:47.789515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:47.913650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:47.913807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:47.913846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:47.913873] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:47.917340] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-12-10T20:24:47.917639] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-10T20:24:47.917789] [INFO ] [sig       ] GD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:48.079749] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GD.txt
[2025-12-10T20:24:48.079906] [INFO ] [sig       ] [1382/3612] Completed GD in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:48.079956] [INFO ] [sig       ] [1383/3612] Forecasting GDC...
[2025-12-10T20:24:48.079994] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-10T20:24:48.080025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-10T20:24:48.093309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-10T20:24:48.093647] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-10T20:24:48.094400] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-10T20:24:48.094450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:48.094481] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:48.094507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:48.094562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:48.155429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:48.156344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:48.156426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:48.156459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:48.282557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:48.282737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:48.282776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:48.282803] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:48.286592] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-10T20:24:48.286862] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-10T20:24:48.286985] [INFO ] [sig       ] GDC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:48.435226] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GDC.txt
[2025-12-10T20:24:48.435366] [INFO ] [sig       ] [1383/3612] Completed GDC in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 13.0m
[2025-12-10T20:24:48.435406] [INFO ] [sig       ] [1384/3612] Forecasting GDDY...
[2025-12-10T20:24:48.435434] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-10T20:24:48.435462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-10T20:24:48.447764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-10T20:24:48.448132] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-10T20:24:48.449019] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-10T20:24:48.449072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:48.449103] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:48.449129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:48.449182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:48.512740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:48.513554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:48.513663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:48.513695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:48.643330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:48.643495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:48.643533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:48.643565] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:48.647048] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-10T20:24:48.647493] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-10T20:24:48.647628] [INFO ] [sig       ] GDDY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:48.811534] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GDDY.txt
[2025-12-10T20:24:48.811701] [INFO ] [sig       ] [1384/3612] Completed GDDY in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 12.9m
[2025-12-10T20:24:48.811740] [INFO ] [sig       ] [1385/3612] Forecasting GDEN...
[2025-12-10T20:24:48.811769] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-10T20:24:48.811798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-10T20:24:48.828594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-10T20:24:48.828984] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-10T20:24:48.830074] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-10T20:24:48.830128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:48.830160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:48.830187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:48.830243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:48.889538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:48.890306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:48.890406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:48.890440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:49.018669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:49.018827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:49.018867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:49.018895] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:49.023021] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=47.32%)
[2025-12-10T20:24:49.023620] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-10T20:24:49.023773] [INFO ] [sig       ] GDEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:49.176972] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GDEN.txt
[2025-12-10T20:24:49.177112] [INFO ] [sig       ] [1385/3612] Completed GDEN in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:49.177161] [INFO ] [sig       ] [1386/3612] Forecasting GDRX...
[2025-12-10T20:24:49.177192] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-10T20:24:49.177222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-10T20:24:49.188315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-10T20:24:49.188618] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-10T20:24:49.189388] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-10T20:24:49.189438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:49.189470] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:49.189497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:49.189553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:49.251947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:49.252948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:49.253028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:49.253061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:49.374025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:49.374168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:49.374209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:49.374236] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:49.378071] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-10T20:24:49.378341] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-10T20:24:49.378463] [INFO ] [sig       ] GDRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:49.534233] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GDRX.txt
[2025-12-10T20:24:49.534384] [INFO ] [sig       ] [1386/3612] Completed GDRX in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:49.534458] [INFO ] [sig       ] [1387/3612] Forecasting GDS...
[2025-12-10T20:24:49.534487] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-10T20:24:49.534516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-10T20:24:49.551233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-10T20:24:49.551813] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-10T20:24:49.553002] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-10T20:24:49.553059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:49.553091] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:49.553118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:49.553175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:49.614467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:49.615588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:49.615679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:49.615710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:49.744892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:49.745046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:49.745084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:49.745113] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:49.748542] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-10T20:24:49.748835] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-10T20:24:49.748963] [INFO ] [sig       ] GDS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:49.910110] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GDS.txt
[2025-12-10T20:24:49.910241] [INFO ] [sig       ] [1387/3612] Completed GDS in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:49.910280] [INFO ] [sig       ] [1388/3612] Forecasting GDYN...
[2025-12-10T20:24:49.910309] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-10T20:24:49.910337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-10T20:24:49.928001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-10T20:24:49.928300] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-10T20:24:49.929092] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-10T20:24:49.929162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:49.929193] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:49.929219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:49.929274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:49.989698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:49.990780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:49.990865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:49.990897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:50.114072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:50.114227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:50.114266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:50.114293] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:50.117709] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-10T20:24:50.118017] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-10T20:24:50.118152] [INFO ] [sig       ] GDYN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:50.267005] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GDYN.txt
[2025-12-10T20:24:50.267142] [INFO ] [sig       ] [1388/3612] Completed GDYN in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:50.267191] [INFO ] [sig       ] [1389/3612] Forecasting GE...
[2025-12-10T20:24:50.267223] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-10T20:24:50.267261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-10T20:24:50.291393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-10T20:24:50.291742] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-10T20:24:50.292776] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-10T20:24:50.292825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:50.292855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:50.292880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:50.292934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:50.351129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:50.351802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:50.351881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:50.351913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:50.472986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:50.473138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:50.473177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:50.473205] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:50.476667] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-10T20:24:50.476945] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-10T20:24:50.477074] [INFO ] [sig       ] GE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:50.625871] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GE.txt
[2025-12-10T20:24:50.626005] [INFO ] [sig       ] [1389/3612] Completed GE in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:50.626044] [INFO ] [sig       ] [1390/3612] Forecasting GECC...
[2025-12-10T20:24:50.626072] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-10T20:24:50.626100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-10T20:24:50.637292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-10T20:24:50.637609] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-10T20:24:50.638374] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-10T20:24:50.638424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:50.638454] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:50.638508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:50.638565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:50.694695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:50.695327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:50.695403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:50.695434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:50.818360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:50.818506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:50.818545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:50.818588] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:50.821900] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=36.10%)
[2025-12-10T20:24:50.822169] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-10T20:24:50.822288] [INFO ] [sig       ] GECC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:50.971252] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GECC.txt
[2025-12-10T20:24:50.971405] [INFO ] [sig       ] [1390/3612] Completed GECC in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:50.971447] [INFO ] [sig       ] [1391/3612] Forecasting GEF...
[2025-12-10T20:24:50.971475] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-10T20:24:50.971505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-10T20:24:50.983197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-10T20:24:50.983565] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-10T20:24:50.984365] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-10T20:24:50.984418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:50.984449] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:50.984476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:50.984532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:51.047122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:51.048086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:51.048168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:51.048201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:51.168104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:51.168255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:51.168295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:51.168325] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:51.171777] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-10T20:24:51.172059] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-10T20:24:51.172186] [INFO ] [sig       ] GEF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:51.322521] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GEF.txt
[2025-12-10T20:24:51.322688] [INFO ] [sig       ] [1391/3612] Completed GEF in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:51.322743] [INFO ] [sig       ] [1392/3612] Forecasting GEHC...
[2025-12-10T20:24:51.322774] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-10T20:24:51.322802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-10T20:24:51.334854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-10T20:24:51.335192] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-10T20:24:51.335991] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-10T20:24:51.336042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:51.336074] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:51.336101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:51.336156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:51.394775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:51.395417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:51.395493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:51.395525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:51.521468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:51.521634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:51.521675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:51.521704] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:51.525297] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-10T20:24:51.525604] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-10T20:24:51.525728] [INFO ] [sig       ] GEHC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:51.676369] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GEHC.txt
[2025-12-10T20:24:51.676503] [INFO ] [sig       ] [1392/3612] Completed GEHC in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:51.676544] [INFO ] [sig       ] [1393/3612] Forecasting GEL...
[2025-12-10T20:24:51.676590] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-10T20:24:51.676624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-10T20:24:51.688430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-10T20:24:51.688729] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-10T20:24:51.689493] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-10T20:24:51.689542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:51.689589] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:51.689619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:51.689673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:51.753447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:51.754518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:51.754614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:51.754651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:51.875910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:51.876064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:51.876107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:51.876136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:51.880005] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-10T20:24:51.880308] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-10T20:24:51.880451] [INFO ] [sig       ] GEL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:52.035488] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GEL.txt
[2025-12-10T20:24:52.035651] [INFO ] [sig       ] [1393/3612] Completed GEL in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:52.035692] [INFO ] [sig       ] [1394/3612] Forecasting GEN...
[2025-12-10T20:24:52.035720] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-10T20:24:52.035747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-10T20:24:52.048127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-10T20:24:52.048429] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-10T20:24:52.049216] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-10T20:24:52.049267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:52.049299] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:52.049325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:52.049382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:52.109052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:52.109869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:52.109947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:52.109980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:52.227933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:52.228071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:52.228109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:52.228137] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:52.231488] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-12-10T20:24:52.231783] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-10T20:24:52.231907] [INFO ] [sig       ] GEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:52.381466] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GEN.txt
[2025-12-10T20:24:52.381620] [INFO ] [sig       ] [1394/3612] Completed GEN in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:52.381660] [INFO ] [sig       ] [1395/3612] Forecasting GENI...
[2025-12-10T20:24:52.381688] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-10T20:24:52.381716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-10T20:24:52.393021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-10T20:24:52.393319] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-10T20:24:52.394132] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-10T20:24:52.394183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:52.394215] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:52.394241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:52.394297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:52.456005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:52.457007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:52.457092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:52.457125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:52.578643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:52.578792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:52.578831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:52.578891] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:52.582557] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-10T20:24:52.582855] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-10T20:24:52.582979] [INFO ] [sig       ] GENI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:52.738153] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GENI.txt
[2025-12-10T20:24:52.738292] [INFO ] [sig       ] [1395/3612] Completed GENI in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:52.738329] [INFO ] [sig       ] [1396/3612] Forecasting GENK...
[2025-12-10T20:24:52.738357] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-10T20:24:52.738384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-10T20:24:52.749789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-10T20:24:52.750061] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-10T20:24:52.750862] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-10T20:24:52.750911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:52.750941] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:52.750965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:52.751019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:52.810049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:52.811008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:52.811101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:52.811143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:52.943624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:52.943777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:52.943818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:52.943847] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:52.947655] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-10T20:24:52.947971] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-10T20:24:52.948104] [INFO ] [sig       ] GENK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:53.108681] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GENK.txt
[2025-12-10T20:24:53.108807] [INFO ] [sig       ] [1396/3612] Completed GENK in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:53.108846] [INFO ] [sig       ] [1397/3612] Forecasting GEOS...
[2025-12-10T20:24:53.108874] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-10T20:24:53.108902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-10T20:24:53.121264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-10T20:24:53.121908] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-10T20:24:53.123055] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-10T20:24:53.123120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:53.123160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:53.123193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:53.123262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:53.188915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:53.189842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:53.189953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:53.189987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:53.319131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:53.319283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:53.319321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:53.319351] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:53.323034] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-10T20:24:53.323314] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-10T20:24:53.323435] [INFO ] [sig       ] GEOS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:53.466282] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GEOS.txt
[2025-12-10T20:24:53.466636] [INFO ] [sig       ] [1397/3612] Completed GEOS in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:53.466678] [INFO ] [sig       ] [1398/3612] Forecasting GERN...
[2025-12-10T20:24:53.466705] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-10T20:24:53.466733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-10T20:24:53.479844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-10T20:24:53.480186] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-10T20:24:53.481021] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-10T20:24:53.481071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:53.481102] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:53.481127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:53.481181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:53.542130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:53.542905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:53.542990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:53.543033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:53.666055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:53.666227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:53.666274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:53.666305] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:53.669841] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-12-10T20:24:53.670124] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-10T20:24:53.670248] [INFO ] [sig       ] GERN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:53.827824] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GERN.txt
[2025-12-10T20:24:53.827992] [INFO ] [sig       ] [1398/3612] Completed GERN in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:53.828033] [INFO ] [sig       ] [1399/3612] Forecasting GES...
[2025-12-10T20:24:53.828061] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-10T20:24:53.828090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-10T20:24:53.841003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-10T20:24:53.841352] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-10T20:24:53.842377] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-10T20:24:53.842428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:53.842472] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:53.842501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:53.842556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:53.902659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:53.903291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:53.903368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:53.903400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:54.026525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:54.026695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:54.026733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:54.026760] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:54.030484] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-10T20:24:54.030775] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-10T20:24:54.030898] [INFO ] [sig       ] GES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:54.189637] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GES.txt
[2025-12-10T20:24:54.189765] [INFO ] [sig       ] [1399/3612] Completed GES in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:54.189802] [INFO ] [sig       ] [1400/3612] Forecasting GEVO...
[2025-12-10T20:24:54.189831] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-10T20:24:54.189859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-10T20:24:54.203159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-10T20:24:54.203441] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-10T20:24:54.204208] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-10T20:24:54.204259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:54.204289] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:54.204315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:54.204509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:54.264973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:54.266316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:54.266454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:54.266487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:54.389171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:54.389294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:54.389333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:54.389360] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:54.392657] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-10T20:24:54.392923] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-10T20:24:54.393042] [INFO ] [sig       ] GEVO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:54.531273] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GEVO.txt
[2025-12-10T20:24:54.531395] [INFO ] [sig       ] [1400/3612] Completed GEVO in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:54.531432] [INFO ] [sig       ] [1401/3612] Forecasting GFF...
[2025-12-10T20:24:54.531460] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-10T20:24:54.531489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-10T20:24:54.542616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-10T20:24:54.542929] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-10T20:24:54.543772] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-10T20:24:54.543824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:54.543854] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:54.543880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:54.543935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:54.601261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:54.602072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:54.602147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:54.602177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:54.721842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:54.721978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:54.722014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:54.722041] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:54.725535] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=40.82%)
[2025-12-10T20:24:54.725827] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-10T20:24:54.725951] [INFO ] [sig       ] GFF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:54.877075] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GFF.txt
[2025-12-10T20:24:54.877257] [INFO ] [sig       ] [1401/3612] Completed GFF in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 12.9m
[2025-12-10T20:24:54.877300] [INFO ] [sig       ] [1402/3612] Forecasting GFI...
[2025-12-10T20:24:54.877331] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-10T20:24:54.877362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-10T20:24:54.889828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-10T20:24:54.890166] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-10T20:24:54.890998] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-10T20:24:54.891048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:54.891080] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:54.891105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:54.891160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:54.951357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:54.952264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:54.952347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:54.952378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:55.085932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:55.086090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:55.086128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:55.086155] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:55.090426] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-10T20:24:55.090742] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-10T20:24:55.090877] [INFO ] [sig       ] GFI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:55.236364] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GFI.txt
[2025-12-10T20:24:55.236504] [INFO ] [sig       ] [1402/3612] Completed GFI in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:55.236550] [INFO ] [sig       ] [1403/3612] Forecasting GFL...
[2025-12-10T20:24:55.236610] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-10T20:24:55.236649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-10T20:24:55.248150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-10T20:24:55.248474] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-10T20:24:55.249319] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-10T20:24:55.249371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:55.249403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:55.249430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:55.249485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:55.313306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:55.314417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:55.314507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:55.314539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:55.439312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:55.439462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:55.439501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:55.439528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:55.443025] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2025-12-10T20:24:55.443295] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-10T20:24:55.443567] [INFO ] [sig       ] GFL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:55.590012] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GFL.txt
[2025-12-10T20:24:55.590173] [INFO ] [sig       ] [1403/3612] Completed GFL in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:55.590216] [INFO ] [sig       ] [1404/3612] Forecasting GFS...
[2025-12-10T20:24:55.590246] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-10T20:24:55.590274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-10T20:24:55.601665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-10T20:24:55.601949] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-10T20:24:55.602717] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-10T20:24:55.602768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:55.602799] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:55.602824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:55.602882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:55.661119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:55.661818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:55.661897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:55.661930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:55.783881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:55.784024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:55.784061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:55.784088] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:55.787430] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-10T20:24:55.787744] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-10T20:24:55.787878] [INFO ] [sig       ] GFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:55.926638] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GFS.txt
[2025-12-10T20:24:55.926792] [INFO ] [sig       ] [1404/3612] Completed GFS in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:55.926859] [INFO ] [sig       ] [1405/3612] Forecasting GGAL...
[2025-12-10T20:24:55.926893] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-10T20:24:55.926924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-10T20:24:55.938458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-10T20:24:55.938842] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-10T20:24:55.939746] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-10T20:24:55.939803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:55.939838] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:55.939870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:55.939940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:56.024542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:56.025364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:56.025441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:56.025472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:56.146502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:56.146665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:56.146704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:56.146731] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:56.150043] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-10T20:24:56.150318] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-10T20:24:56.150442] [INFO ] [sig       ] GGAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:56.291229] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GGAL.txt
[2025-12-10T20:24:56.291383] [INFO ] [sig       ] [1405/3612] Completed GGAL in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:56.291422] [INFO ] [sig       ] [1406/3612] Forecasting GGB...
[2025-12-10T20:24:56.291451] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-10T20:24:56.291480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-10T20:24:56.303514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-10T20:24:56.303888] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-10T20:24:56.304697] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-10T20:24:56.304749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:56.304783] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:56.304809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:56.304874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:56.363717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:56.364611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:56.364696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:56.364727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:56.486689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:56.486835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:56.486877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:56.486907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:56.490313] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-10T20:24:56.490607] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-10T20:24:56.490732] [INFO ] [sig       ] GGB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:56.634848] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GGB.txt
[2025-12-10T20:24:56.634969] [INFO ] [sig       ] [1406/3612] Completed GGB in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:56.635006] [INFO ] [sig       ] [1407/3612] Forecasting GGG...
[2025-12-10T20:24:56.635035] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-10T20:24:56.635063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-10T20:24:56.646347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-10T20:24:56.646791] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-10T20:24:56.647521] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-10T20:24:56.647587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:56.647649] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:56.647676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:56.647763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:56.708294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:56.709019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:56.709097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:56.709130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:56.827842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:56.827982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:56.828019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:56.828045] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:56.831306] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-10T20:24:56.831588] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-10T20:24:56.831708] [INFO ] [sig       ] GGG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:56.969899] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GGG.txt
[2025-12-10T20:24:56.970079] [INFO ] [sig       ] [1407/3612] Completed GGG in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:56.970144] [INFO ] [sig       ] [1408/3612] Forecasting GGLL...
[2025-12-10T20:24:56.970190] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-10T20:24:56.970226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-10T20:24:56.983402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-10T20:24:56.983759] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-10T20:24:56.984552] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-10T20:24:56.984621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:56.984653] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:56.984679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:56.984735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:57.047868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:57.048715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:57.048798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:57.048832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:57.172660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:57.172812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:57.172853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:57.172881] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:57.176346] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=75.78%)
[2025-12-10T20:24:57.176641] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-10T20:24:57.176766] [INFO ] [sig       ] GGLL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:57.330461] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GGLL.txt
[2025-12-10T20:24:57.330635] [INFO ] [sig       ] [1408/3612] Completed GGLL in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:57.330676] [INFO ] [sig       ] [1409/3612] Forecasting GGLS...
[2025-12-10T20:24:57.330704] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-10T20:24:57.330733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-10T20:24:57.342639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-10T20:24:57.343025] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-10T20:24:57.343885] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-10T20:24:57.343938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:57.343981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:57.344017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:57.344083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:57.405283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:57.406364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:57.406449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:57.406482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:57.533010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:57.533156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:57.533203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:57.533235] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:57.536787] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-10T20:24:57.537056] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-10T20:24:57.537183] [INFO ] [sig       ] GGLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:57.680833] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GGLS.txt
[2025-12-10T20:24:57.680972] [INFO ] [sig       ] [1409/3612] Completed GGLS in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:57.681011] [INFO ] [sig       ] [1410/3612] Forecasting GH...
[2025-12-10T20:24:57.681040] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-10T20:24:57.681069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-10T20:24:57.692458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-10T20:24:57.692777] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-10T20:24:57.693699] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-10T20:24:57.693749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:57.693778] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:57.693804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:57.693859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:57.752981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:57.753836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:57.753919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:57.753951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:57.876152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:57.876305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:57.876348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:57.876407] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:57.880108] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-10T20:24:57.880374] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-10T20:24:57.880493] [INFO ] [sig       ] GH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:58.021316] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GH.txt
[2025-12-10T20:24:58.021456] [INFO ] [sig       ] [1410/3612] Completed GH in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:58.021495] [INFO ] [sig       ] [1411/3612] Forecasting GHI...
[2025-12-10T20:24:58.021523] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-10T20:24:58.021551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-10T20:24:58.032530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-10T20:24:58.032920] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-10T20:24:58.033843] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-10T20:24:58.033896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:58.033927] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:58.033952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:58.034008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:58.093507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:58.094301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:58.094379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:58.094410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:58.213920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:58.214085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:58.214129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:58.214162] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:58.218700] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-10T20:24:58.219036] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-10T20:24:58.219189] [INFO ] [sig       ] GHI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:58.372900] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GHI.txt
[2025-12-10T20:24:58.373061] [INFO ] [sig       ] [1411/3612] Completed GHI in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:58.373103] [INFO ] [sig       ] [1412/3612] Forecasting GHM...
[2025-12-10T20:24:58.373131] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-10T20:24:58.373158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-10T20:24:58.384856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-10T20:24:58.385251] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-10T20:24:58.386090] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-10T20:24:58.386156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:58.386189] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:58.386217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:58.386275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:58.445758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:58.446678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:58.446793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:58.446829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:58.570410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:58.570581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:58.570624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:58.570654] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:58.574005] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=38.17%)
[2025-12-10T20:24:58.574295] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-10T20:24:58.574421] [INFO ] [sig       ] GHM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:58.717601] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GHM.txt
[2025-12-10T20:24:58.717754] [INFO ] [sig       ] [1412/3612] Completed GHM in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:58.717795] [INFO ] [sig       ] [1413/3612] Forecasting GHRS...
[2025-12-10T20:24:58.717823] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-10T20:24:58.717852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-10T20:24:58.729851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-10T20:24:58.730113] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-10T20:24:58.730883] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-10T20:24:58.730932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:58.731151] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:58.731177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:58.731231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:58.792044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:58.792815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:58.792896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:58.792929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:58.916284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:58.916603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:58.916641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:58.916669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:58.919902] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=38.69%)
[2025-12-10T20:24:58.920164] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-10T20:24:58.920285] [INFO ] [sig       ] GHRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:59.062086] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GHRS.txt
[2025-12-10T20:24:59.062227] [INFO ] [sig       ] [1413/3612] Completed GHRS in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:59.062267] [INFO ] [sig       ] [1414/3612] Forecasting GHY...
[2025-12-10T20:24:59.062299] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-10T20:24:59.062328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-10T20:24:59.074122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-10T20:24:59.074424] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-10T20:24:59.075209] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-10T20:24:59.075259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:59.075290] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:59.075316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:59.075370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:59.133277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:59.134073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:59.134156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:59.134188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:59.259834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:59.259983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:59.260021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:59.260052] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:59.263766] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-10T20:24:59.264050] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-10T20:24:59.264180] [INFO ] [sig       ] GHY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:24:59.417317] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GHY.txt
[2025-12-10T20:24:59.417448] [INFO ] [sig       ] [1414/3612] Completed GHY in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:59.417487] [INFO ] [sig       ] [1415/3612] Forecasting GIB...
[2025-12-10T20:24:59.417517] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-10T20:24:59.417545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-10T20:24:59.430629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-10T20:24:59.431017] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-10T20:24:59.432023] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-10T20:24:59.432075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:59.432106] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:59.432132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:59.432187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:59.490863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:59.491530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:59.491627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:59.491661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:59.611905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:59.612055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:59.612094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:59.612121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:59.615812] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-10T20:24:59.616090] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-10T20:24:59.616214] [INFO ] [sig       ] GIB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:24:59.767365] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GIB.txt
[2025-12-10T20:24:59.767748] [INFO ] [sig       ] [1415/3612] Completed GIB in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:24:59.767794] [INFO ] [sig       ] [1416/3612] Forecasting GIFI...
[2025-12-10T20:24:59.767825] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-10T20:24:59.767852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-10T20:24:59.779630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-10T20:24:59.779926] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-10T20:24:59.780850] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-10T20:24:59.780899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:24:59.780930] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:24:59.780955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:24:59.781009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:24:59.838634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:24:59.839282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:24:59.839357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:24:59.839389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:24:59.956743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:24:59.956898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:24:59.956936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:24:59.956963] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:24:59.960440] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-12-10T20:24:59.960724] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-10T20:24:59.960843] [INFO ] [sig       ] GIFI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:00.104040] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GIFI.txt
[2025-12-10T20:25:00.104195] [INFO ] [sig       ] [1416/3612] Completed GIFI in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:25:00.104235] [INFO ] [sig       ] [1417/3612] Forecasting GIII...
[2025-12-10T20:25:00.104264] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-10T20:25:00.104293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-10T20:25:00.115837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-10T20:25:00.116220] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-10T20:25:00.117017] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-10T20:25:00.117066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:00.117097] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:00.117124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:00.117178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:00.175304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:00.176185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:00.176302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:00.176335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:00.299635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:00.299800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:00.299845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:00.299876] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:00.303299] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-10T20:25:00.303608] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-10T20:25:00.303759] [INFO ] [sig       ] GIII: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:00.446537] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GIII.txt
[2025-12-10T20:25:00.446689] [INFO ] [sig       ] [1417/3612] Completed GIII in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:25:00.446729] [INFO ] [sig       ] [1418/3612] Forecasting GIL...
[2025-12-10T20:25:00.446761] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-10T20:25:00.446791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-10T20:25:00.458442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-10T20:25:00.458740] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-10T20:25:00.459532] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-10T20:25:00.459603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:00.459638] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:00.459664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:00.459720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:00.516516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:00.517159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:00.517244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:00.517285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:00.643869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:00.644022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:00.644061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:00.644090] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:00.647515] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-10T20:25:00.647827] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-10T20:25:00.647954] [INFO ] [sig       ] GIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:00.793618] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GIL.txt
[2025-12-10T20:25:00.793746] [INFO ] [sig       ] [1418/3612] Completed GIL in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 12.8m
[2025-12-10T20:25:00.793785] [INFO ] [sig       ] [1419/3612] Forecasting GILD...
[2025-12-10T20:25:00.793815] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-10T20:25:00.793843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-10T20:25:00.808358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-10T20:25:00.808712] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-10T20:25:00.809479] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-10T20:25:00.809531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:00.809563] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:00.809622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:00.809697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:00.874373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:00.875402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:00.875483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:00.875517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:01.000153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:01.000321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:01.000379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:01.000408] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:01.004434] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-10T20:25:01.004818] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-10T20:25:01.004963] [INFO ] [sig       ] GILD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:01.147316] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GILD.txt
[2025-12-10T20:25:01.147463] [INFO ] [sig       ] [1419/3612] Completed GILD in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 12.7m
[2025-12-10T20:25:01.147510] [INFO ] [sig       ] [1420/3612] Forecasting GIS...
[2025-12-10T20:25:01.147540] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-10T20:25:01.147585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-10T20:25:01.159721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-10T20:25:01.160132] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-10T20:25:01.161023] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-10T20:25:01.161075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:01.161106] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:01.161131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:01.161185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:01.217277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:01.218157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:01.218241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:01.218274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:01.334415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:01.334566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:01.334621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:01.334649] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:01.337954] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-10T20:25:01.338219] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-10T20:25:01.338338] [INFO ] [sig       ] GIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:01.477874] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GIS.txt
[2025-12-10T20:25:01.478073] [INFO ] [sig       ] [1420/3612] Completed GIS in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:01.478112] [INFO ] [sig       ] [1421/3612] Forecasting GKOS...
[2025-12-10T20:25:01.478141] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-10T20:25:01.478170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-10T20:25:01.492512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-10T20:25:01.493060] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-10T20:25:01.494139] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-10T20:25:01.494203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:01.494249] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:01.494284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:01.494358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:01.552656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:01.553550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:01.553664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:01.553695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:01.679760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:01.679912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:01.679951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:01.679979] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:01.683431] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-10T20:25:01.683740] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-10T20:25:01.683878] [INFO ] [sig       ] GKOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:01.823781] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GKOS.txt
[2025-12-10T20:25:01.823927] [INFO ] [sig       ] [1421/3612] Completed GKOS in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:01.823988] [INFO ] [sig       ] [1422/3612] Forecasting GL...
[2025-12-10T20:25:01.824029] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-10T20:25:01.824059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-10T20:25:01.836556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-10T20:25:01.836981] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-10T20:25:01.837872] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-10T20:25:01.837926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:01.837959] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:01.837984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:01.838039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:01.896640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:01.897523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:01.897626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:01.897659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:02.023408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:02.023567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:02.023627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:02.023654] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:02.027069] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-10T20:25:02.027365] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-10T20:25:02.027491] [INFO ] [sig       ] GL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:02.165559] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GL.txt
[2025-12-10T20:25:02.165727] [INFO ] [sig       ] [1422/3612] Completed GL in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:02.165767] [INFO ] [sig       ] [1423/3612] Forecasting GLAD...
[2025-12-10T20:25:02.165796] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-10T20:25:02.165824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-10T20:25:02.176898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-10T20:25:02.177216] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-10T20:25:02.178071] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-10T20:25:02.178124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:02.178167] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:02.178195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:02.178267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:02.238320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:02.239239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:02.239324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:02.239357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:02.367435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:02.367622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:02.367664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:02.367694] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:02.371906] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-12-10T20:25:02.372185] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-10T20:25:02.372310] [INFO ] [sig       ] GLAD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:02.521289] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLAD.txt
[2025-12-10T20:25:02.521618] [INFO ] [sig       ] [1423/3612] Completed GLAD in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:02.521660] [INFO ] [sig       ] [1424/3612] Forecasting GLBE...
[2025-12-10T20:25:02.521691] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-10T20:25:02.521726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-10T20:25:02.534184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-10T20:25:02.534595] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-10T20:25:02.535455] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-10T20:25:02.535508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:02.535602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:02.535641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:02.535700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:02.591952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:02.592734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:02.592817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:02.592850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:02.716408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:02.716764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:02.716806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:02.716834] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:02.720411] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=60.29%)
[2025-12-10T20:25:02.720705] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-10T20:25:02.720831] [INFO ] [sig       ] GLBE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:02.858468] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLBE.txt
[2025-12-10T20:25:02.858636] [INFO ] [sig       ] [1424/3612] Completed GLBE in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:02.858677] [INFO ] [sig       ] [1425/3612] Forecasting GLBS...
[2025-12-10T20:25:02.858708] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-10T20:25:02.858736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-10T20:25:02.869460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-10T20:25:02.869785] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-10T20:25:02.870540] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-10T20:25:02.870613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:02.870647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:02.870673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:02.870728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:02.926293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:02.926985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:02.927064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:02.927095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:03.034884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:03.035034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:03.035072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:03.035099] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:03.038526] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-10T20:25:03.038919] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-10T20:25:03.039074] [INFO ] [sig       ] GLBS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:03.181464] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLBS.txt
[2025-12-10T20:25:03.181633] [INFO ] [sig       ] [1425/3612] Completed GLBS in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:03.181674] [INFO ] [sig       ] [1426/3612] Forecasting GLDD...
[2025-12-10T20:25:03.181705] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-10T20:25:03.181734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-10T20:25:03.194059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-10T20:25:03.194387] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-10T20:25:03.195358] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-10T20:25:03.195408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:03.195439] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:03.195465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:03.195518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:03.251009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:03.251911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:03.251994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:03.252027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:03.374521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:03.374698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:03.374739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:03.374767] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:03.378164] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-10T20:25:03.378442] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-10T20:25:03.378567] [INFO ] [sig       ] GLDD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:03.517297] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLDD.txt
[2025-12-10T20:25:03.517448] [INFO ] [sig       ] [1426/3612] Completed GLDD in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:03.517486] [INFO ] [sig       ] [1427/3612] Forecasting GLNG...
[2025-12-10T20:25:03.517522] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-10T20:25:03.517554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-10T20:25:03.528929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-10T20:25:03.529254] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-10T20:25:03.530015] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-10T20:25:03.530065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:03.530095] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:03.530121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:03.530176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:03.585667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:03.586544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:03.586648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:03.586682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:03.707082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:03.707238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:03.707276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:03.707338] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:03.710675] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-10T20:25:03.710945] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-10T20:25:03.711070] [INFO ] [sig       ] GLNG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:03.853442] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLNG.txt
[2025-12-10T20:25:03.853616] [INFO ] [sig       ] [1427/3612] Completed GLNG in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:03.853657] [INFO ] [sig       ] [1428/3612] Forecasting GLOB...
[2025-12-10T20:25:03.853687] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-10T20:25:03.853716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-10T20:25:03.866013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-10T20:25:03.866329] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-10T20:25:03.867094] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-10T20:25:03.867144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:03.867175] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:03.867200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:03.867255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:03.924732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:03.925605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:03.925687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:03.925719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:04.044479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:04.044654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:04.044694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:04.044722] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:04.048507] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-10T20:25:04.048990] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-10T20:25:04.049116] [INFO ] [sig       ] GLOB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:04.190969] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GLOB.txt
[2025-12-10T20:25:04.191095] [INFO ] [sig       ] [1428/3612] Completed GLOB in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:04.191132] [INFO ] [sig       ] [1429/3612] Forecasting GLP...
[2025-12-10T20:25:04.191161] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-10T20:25:04.191190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-10T20:25:04.202671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-10T20:25:04.202943] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-10T20:25:04.203713] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-10T20:25:04.203763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:04.203794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:04.203820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:04.203875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:04.260439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:04.261057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:04.261131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:04.261161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:04.379093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:04.379230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:04.379266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:04.379295] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:04.382502] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-10T20:25:04.382783] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-10T20:25:04.382903] [INFO ] [sig       ] GLP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:04.521025] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLP.txt
[2025-12-10T20:25:04.521143] [INFO ] [sig       ] [1429/3612] Completed GLP in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:04.521179] [INFO ] [sig       ] [1430/3612] Forecasting GLPG...
[2025-12-10T20:25:04.521207] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-10T20:25:04.521236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-10T20:25:04.532339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-10T20:25:04.532635] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-10T20:25:04.533372] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-10T20:25:04.533426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:04.533458] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:04.533483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:04.533537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:04.590984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:04.591963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:04.592046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:04.592077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:04.715672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:04.715802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:04.715838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:04.715880] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:04.719076] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-10T20:25:04.719340] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-10T20:25:04.719455] [INFO ] [sig       ] GLPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:04.857238] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLPG.txt
[2025-12-10T20:25:04.857364] [INFO ] [sig       ] [1430/3612] Completed GLPG in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:04.857402] [INFO ] [sig       ] [1431/3612] Forecasting GLPI...
[2025-12-10T20:25:04.857430] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-10T20:25:04.857458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-10T20:25:04.868686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-10T20:25:04.869000] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-10T20:25:04.869776] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-10T20:25:04.869826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:04.869857] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:04.869882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:04.869937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:04.927467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:04.928197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:04.928274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:04.928304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:05.044215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:05.044373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:05.044412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:05.044439] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:05.047756] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-10T20:25:05.048027] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-10T20:25:05.048149] [INFO ] [sig       ] GLPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:05.193177] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLPI.txt
[2025-12-10T20:25:05.193318] [INFO ] [sig       ] [1431/3612] Completed GLPI in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:05.193359] [INFO ] [sig       ] [1432/3612] Forecasting GLRE...
[2025-12-10T20:25:05.193391] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-10T20:25:05.193423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-10T20:25:05.206742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-10T20:25:05.207084] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-10T20:25:05.207908] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-10T20:25:05.207959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:05.207990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:05.208016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:05.208072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:05.269854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:05.270777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:05.270864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:05.270912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:05.393272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:05.393433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:05.393475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:05.393505] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:05.397025] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-12-10T20:25:05.397303] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-10T20:25:05.397435] [INFO ] [sig       ] GLRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:05.544842] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLRE.txt
[2025-12-10T20:25:05.544994] [INFO ] [sig       ] [1432/3612] Completed GLRE in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:05.545033] [INFO ] [sig       ] [1433/3612] Forecasting GLSI...
[2025-12-10T20:25:05.545062] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-10T20:25:05.545090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-10T20:25:05.558288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-10T20:25:05.558659] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-10T20:25:05.559669] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-10T20:25:05.559721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:05.559754] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:05.559780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:05.559836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:05.621995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:05.623026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:05.623132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:05.623170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:05.744890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:05.745044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:05.745095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:05.745136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:05.748666] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-12-10T20:25:05.748949] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-10T20:25:05.749072] [INFO ] [sig       ] GLSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:05.898635] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLSI.txt
[2025-12-10T20:25:05.898778] [INFO ] [sig       ] [1433/3612] Completed GLSI in 0.4s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:05.898818] [INFO ] [sig       ] [1434/3612] Forecasting GLTO...
[2025-12-10T20:25:05.898849] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-10T20:25:05.898877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-10T20:25:05.910321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-10T20:25:05.910650] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-10T20:25:05.911466] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-10T20:25:05.911517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:05.911549] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:05.911612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:05.911673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:05.973839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:05.974659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:05.974775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:05.974810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:06.102026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:06.102190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:06.102230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:06.102259] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:06.105706] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-10T20:25:06.105989] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-10T20:25:06.106115] [INFO ] [sig       ] GLTO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:06.246209] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GLTO.txt
[2025-12-10T20:25:06.246337] [INFO ] [sig       ] [1434/3612] Completed GLTO in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:06.246375] [INFO ] [sig       ] [1435/3612] Forecasting GLUE...
[2025-12-10T20:25:06.246405] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-10T20:25:06.246433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-10T20:25:06.257079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-10T20:25:06.257367] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-10T20:25:06.258180] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-10T20:25:06.258231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:06.258263] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:06.258288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:06.258342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:06.315634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:06.316231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:06.316305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:06.316335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:06.434410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:06.434552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:06.434611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:06.434641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:06.438036] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-10T20:25:06.438304] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-10T20:25:06.438426] [INFO ] [sig       ] GLUE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:06.580884] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GLUE.txt
[2025-12-10T20:25:06.581010] [INFO ] [sig       ] [1435/3612] Completed GLUE in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.7m
[2025-12-10T20:25:06.581046] [INFO ] [sig       ] [1436/3612] Forecasting GMAB...
[2025-12-10T20:25:06.581075] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-10T20:25:06.581103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-10T20:25:06.592831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-10T20:25:06.593165] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-10T20:25:06.593976] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-10T20:25:06.594027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:06.594060] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:06.594086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:06.594142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:06.651499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:06.652158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:06.652235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:06.652266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:06.777857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:06.778008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:06.778048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:06.778075] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:06.781394] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-10T20:25:06.781684] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-10T20:25:06.781807] [INFO ] [sig       ] GMAB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:06.924408] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GMAB.txt
[2025-12-10T20:25:06.924533] [INFO ] [sig       ] [1436/3612] Completed GMAB in 0.3s | 2.87 sym/s | Total: 8.3m | ETA: 12.6m
[2025-12-10T20:25:06.924587] [INFO ] [sig       ] [1437/3612] Forecasting GME...
[2025-12-10T20:25:06.924620] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-10T20:25:06.924650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-10T20:25:06.936181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-10T20:25:06.936466] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-10T20:25:06.937236] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-10T20:25:06.937286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:06.937317] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:06.937343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:06.937398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:06.993286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:06.993973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:06.994052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:06.994083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:07.112670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:07.112824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:07.112863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:07.112892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:07.116470] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-12-10T20:25:07.116753] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-10T20:25:07.116872] [INFO ] [sig       ] GME: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:07.256685] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GME.txt
[2025-12-10T20:25:07.256839] [INFO ] [sig       ] [1437/3612] Completed GME in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:07.256877] [INFO ] [sig       ] [1438/3612] Forecasting GMED...
[2025-12-10T20:25:07.256906] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-10T20:25:07.256942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-10T20:25:07.268092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-10T20:25:07.268402] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-10T20:25:07.269172] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-10T20:25:07.269221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:07.269251] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:07.269277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:07.269332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:07.327410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:07.328411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:07.328504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:07.328542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:07.452086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:07.452237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:07.452275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:07.452303] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:07.456178] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-10T20:25:07.456461] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-10T20:25:07.456623] [INFO ] [sig       ] GMED: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:07.600961] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GMED.txt
[2025-12-10T20:25:07.601092] [INFO ] [sig       ] [1438/3612] Completed GMED in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:07.601131] [INFO ] [sig       ] [1439/3612] Forecasting GMM...
[2025-12-10T20:25:07.601160] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-10T20:25:07.601189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-10T20:25:07.613136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-10T20:25:07.613463] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-10T20:25:07.614229] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-10T20:25:07.614280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:07.614311] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:07.614337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:07.614391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:07.670410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:07.671097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:07.671175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:07.671206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:07.780976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:07.781127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:07.781165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:07.781192] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:07.784701] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-12-10T20:25:07.784967] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-10T20:25:07.785087] [INFO ] [sig       ] GMM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:07.974424] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GMM.txt
[2025-12-10T20:25:07.974596] [INFO ] [sig       ] [1439/3612] Completed GMM in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:07.974637] [INFO ] [sig       ] [1440/3612] Forecasting GMRE...
[2025-12-10T20:25:07.974667] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-10T20:25:07.974695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-10T20:25:07.986360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-10T20:25:07.986698] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-10T20:25:07.987450] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-10T20:25:07.987500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:07.987532] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:07.987557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:07.987633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:08.046287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:08.047084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:08.047168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:08.047198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:08.173402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:08.173557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:08.173613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:08.173644] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:08.176996] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-10T20:25:08.177276] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-10T20:25:08.177399] [INFO ] [sig       ] GMRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:08.323973] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GMRE.txt
[2025-12-10T20:25:08.324112] [INFO ] [sig       ] [1440/3612] Completed GMRE in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:08.324150] [INFO ] [sig       ] [1441/3612] Forecasting GNE...
[2025-12-10T20:25:08.324179] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-10T20:25:08.324208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-10T20:25:08.336336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-10T20:25:08.336635] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-10T20:25:08.337382] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-10T20:25:08.337431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:08.337487] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:08.337514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:08.337586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:08.396139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:08.396865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:08.396942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:08.396974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:08.514617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:08.514766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:08.514804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:08.514833] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:08.518221] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-10T20:25:08.518492] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-10T20:25:08.518642] [INFO ] [sig       ] GNE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:08.666160] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GNE.txt
[2025-12-10T20:25:08.666311] [INFO ] [sig       ] [1441/3612] Completed GNE in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:08.666351] [INFO ] [sig       ] [1442/3612] Forecasting GNK...
[2025-12-10T20:25:08.666379] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-10T20:25:08.666413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-10T20:25:08.678686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-10T20:25:08.679039] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-10T20:25:08.679870] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-10T20:25:08.679921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:08.679951] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:08.679978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:08.680033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:08.738092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:08.739252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:08.739334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:08.739365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:08.867263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:08.867416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:08.867454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:08.867481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:08.871281] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-10T20:25:08.871561] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-10T20:25:08.871705] [INFO ] [sig       ] GNK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:09.021910] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GNK.txt
[2025-12-10T20:25:09.022065] [INFO ] [sig       ] [1442/3612] Completed GNK in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:09.022104] [INFO ] [sig       ] [1443/3612] Forecasting GNL...
[2025-12-10T20:25:09.022132] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-10T20:25:09.022160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-10T20:25:09.034548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-10T20:25:09.034932] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-10T20:25:09.035716] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-10T20:25:09.035766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:09.035798] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:09.035824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:09.035878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:09.093922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:09.094824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:09.094906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:09.094939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:09.216020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:09.216183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:09.216221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:09.216248] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:09.219926] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-12-10T20:25:09.220190] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-10T20:25:09.220309] [INFO ] [sig       ] GNL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:09.373338] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GNL.txt
[2025-12-10T20:25:09.373492] [INFO ] [sig       ] [1443/3612] Completed GNL in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:09.373530] [INFO ] [sig       ] [1444/3612] Forecasting GNLN...
[2025-12-10T20:25:09.373559] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-10T20:25:09.373611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-10T20:25:09.385911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-10T20:25:09.386281] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-10T20:25:09.387263] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-10T20:25:09.387314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:09.387345] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:09.387370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:09.387425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:09.446722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:09.447543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:09.447641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:09.447674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:09.555339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:09.555469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:09.555507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:09.555534] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:09.559260] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-10T20:25:09.559535] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-10T20:25:09.559675] [INFO ] [sig       ] GNLN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:09.700188] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GNLN.txt
[2025-12-10T20:25:09.700308] [INFO ] [sig       ] [1444/3612] Completed GNLN in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:09.700344] [INFO ] [sig       ] [1445/3612] Forecasting GNLX...
[2025-12-10T20:25:09.700371] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-10T20:25:09.700399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-10T20:25:09.711839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-10T20:25:09.712107] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-10T20:25:09.713067] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-10T20:25:09.713116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:09.713146] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:09.713172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:09.713226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:09.775224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:09.775932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:09.776029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:09.776061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:09.895270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:09.895427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:09.895466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:09.895492] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:09.899550] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-10T20:25:09.900106] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-10T20:25:09.900248] [INFO ] [sig       ] GNLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:10.042957] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GNLX.txt
[2025-12-10T20:25:10.043083] [INFO ] [sig       ] [1445/3612] Completed GNLX in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:10.043121] [INFO ] [sig       ] [1446/3612] Forecasting GNMA...
[2025-12-10T20:25:10.043150] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-10T20:25:10.043178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-10T20:25:10.054937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-10T20:25:10.055248] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-10T20:25:10.056047] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-10T20:25:10.056098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:10.056129] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:10.056156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:10.056211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:10.115808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:10.116426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:10.116503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:10.116534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:10.232538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:10.232712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:10.232751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:10.232781] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:10.236377] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-10T20:25:10.236722] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-10T20:25:10.236854] [INFO ] [sig       ] GNMA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:10.389926] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GNMA.txt
[2025-12-10T20:25:10.390066] [INFO ] [sig       ] [1446/3612] Completed GNMA in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:10.390103] [INFO ] [sig       ] [1447/3612] Forecasting GNOM...
[2025-12-10T20:25:10.390132] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-10T20:25:10.390160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-10T20:25:10.400807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-10T20:25:10.401092] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-10T20:25:10.402082] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-10T20:25:10.402162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:10.402198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:10.402224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:10.402280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:10.463300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:10.464147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:10.464231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:10.464265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:10.583187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:10.583333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:10.583374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:10.583401] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:10.586998] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-10T20:25:10.587266] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-10T20:25:10.587387] [INFO ] [sig       ] GNOM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:10.739050] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GNOM.txt
[2025-12-10T20:25:10.739205] [INFO ] [sig       ] [1447/3612] Completed GNOM in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:10.739246] [INFO ] [sig       ] [1448/3612] Forecasting GNPX...
[2025-12-10T20:25:10.739274] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-10T20:25:10.739302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-10T20:25:10.751680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-10T20:25:10.752221] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-10T20:25:10.753039] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-10T20:25:10.753091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:10.753122] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:10.753148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:10.753203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:10.814390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:10.815266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:10.815353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:10.815384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:10.934417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:10.934586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:10.934628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:10.934656] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:10.938079] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-10T20:25:10.938344] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-10T20:25:10.938463] [INFO ] [sig       ] GNPX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:11.087597] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GNPX.txt
[2025-12-10T20:25:11.088022] [INFO ] [sig       ] [1448/3612] Completed GNPX in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:11.088074] [INFO ] [sig       ] [1449/3612] Forecasting GNRC...
[2025-12-10T20:25:11.088106] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-10T20:25:11.088135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-10T20:25:11.100153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-10T20:25:11.100523] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-10T20:25:11.101295] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-10T20:25:11.101344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:11.101375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:11.101400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:11.101454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:11.159773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:11.160552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:11.160649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:11.160682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:11.285802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:11.285950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:11.285988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:11.286014] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:11.289315] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-10T20:25:11.289609] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-10T20:25:11.289734] [INFO ] [sig       ] GNRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:11.441586] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GNRC.txt
[2025-12-10T20:25:11.441755] [INFO ] [sig       ] [1449/3612] Completed GNRC in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:11.441797] [INFO ] [sig       ] [1450/3612] Forecasting GNSS...
[2025-12-10T20:25:11.441826] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-10T20:25:11.441854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-10T20:25:11.455658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-10T20:25:11.456110] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-10T20:25:11.457189] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-10T20:25:11.457260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:11.457308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:11.457344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:11.457428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:11.523434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:11.524271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:11.524352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:11.524386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:11.645555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:11.645719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:11.645757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:11.645784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:11.649112] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-10T20:25:11.649381] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-10T20:25:11.649507] [INFO ] [sig       ] GNSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:11.804737] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GNSS.txt
[2025-12-10T20:25:11.804871] [INFO ] [sig       ] [1450/3612] Completed GNSS in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:11.804917] [INFO ] [sig       ] [1451/3612] Forecasting GNTX...
[2025-12-10T20:25:11.804945] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-10T20:25:11.804974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-10T20:25:11.816315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-10T20:25:11.816609] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-10T20:25:11.817369] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-10T20:25:11.817420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:11.817451] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:11.817478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:11.817532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:11.874407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:11.875041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:11.875145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:11.875177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:11.992877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:11.993009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:11.993046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:11.993074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:11.996288] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-10T20:25:11.996558] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-10T20:25:11.996694] [INFO ] [sig       ] GNTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:12.149408] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GNTX.txt
[2025-12-10T20:25:12.149540] [INFO ] [sig       ] [1451/3612] Completed GNTX in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:12.149596] [INFO ] [sig       ] [1452/3612] Forecasting GO...
[2025-12-10T20:25:12.149628] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-10T20:25:12.149656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-10T20:25:12.162089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-10T20:25:12.162380] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-10T20:25:12.163306] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-10T20:25:12.163357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:12.163388] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:12.163413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:12.163473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:12.222491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:12.223344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:12.223421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:12.223453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:12.343723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:12.343865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:12.343903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:12.343931] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:12.348192] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2025-12-10T20:25:12.348521] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-10T20:25:12.348683] [INFO ] [sig       ] GO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:12.503219] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GO.txt
[2025-12-10T20:25:12.503361] [INFO ] [sig       ] [1452/3612] Completed GO in 0.4s | 2.87 sym/s | Total: 8.4m | ETA: 12.6m
[2025-12-10T20:25:12.503399] [INFO ] [sig       ] [1453/3612] Forecasting GOCO...
[2025-12-10T20:25:12.503427] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-10T20:25:12.503456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-10T20:25:12.514663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-10T20:25:12.515105] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-10T20:25:12.516018] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-10T20:25:12.516075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:12.516108] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:12.516134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:12.516190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:12.576444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:12.577461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:12.577544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:12.577593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:12.700512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:12.700691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:12.700733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:12.700759] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:12.704220] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-12-10T20:25:12.704483] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-10T20:25:12.704618] [INFO ] [sig       ] GOCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:12.851257] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOCO.txt
[2025-12-10T20:25:12.851397] [INFO ] [sig       ] [1453/3612] Completed GOCO in 0.3s | 2.87 sym/s | Total: 8.4m | ETA: 12.5m
[2025-12-10T20:25:12.851437] [INFO ] [sig       ] [1454/3612] Forecasting GOF...
[2025-12-10T20:25:12.851465] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-10T20:25:12.851494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-10T20:25:12.864433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-10T20:25:12.864716] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-10T20:25:12.865486] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-10T20:25:12.865536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:12.865567] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:12.865615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:12.865671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:12.922595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:12.923199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:12.923274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:12.923305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:13.044092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:13.044253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:13.044310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:13.044339] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:13.047784] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-10T20:25:13.048113] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-10T20:25:13.048253] [INFO ] [sig       ] GOF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:13.186509] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOF.txt
[2025-12-10T20:25:13.186706] [INFO ] [sig       ] [1454/3612] Completed GOF in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:13.186745] [INFO ] [sig       ] [1455/3612] Forecasting GOGO...
[2025-12-10T20:25:13.186774] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-10T20:25:13.186801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-10T20:25:13.197855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-10T20:25:13.198103] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-10T20:25:13.198860] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-10T20:25:13.198910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:13.198941] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:13.198967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:13.199022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:13.255673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:13.256731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:13.256812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:13.256844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:13.376301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:13.376458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:13.376496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:13.376524] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:13.380225] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-12-10T20:25:13.380501] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-10T20:25:13.380644] [INFO ] [sig       ] GOGO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:13.525990] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOGO.txt
[2025-12-10T20:25:13.526154] [INFO ] [sig       ] [1455/3612] Completed GOGO in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:13.526193] [INFO ] [sig       ] [1456/3612] Forecasting GOLF...
[2025-12-10T20:25:13.526222] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-10T20:25:13.526251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-10T20:25:13.542079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-10T20:25:13.542547] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-10T20:25:13.543740] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-10T20:25:13.543807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:13.543853] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:13.543893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:13.543977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:13.630830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:13.631768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:13.631860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:13.631892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:13.749366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:13.749526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:13.749566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:13.749618] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:13.753045] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-10T20:25:13.753342] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-10T20:25:13.753480] [INFO ] [sig       ] GOLF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:13.921897] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOLF.txt
[2025-12-10T20:25:13.922137] [INFO ] [sig       ] [1456/3612] Completed GOLF in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:13.922197] [INFO ] [sig       ] [1457/3612] Forecasting GOOD...
[2025-12-10T20:25:13.922244] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-10T20:25:13.922289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-10T20:25:13.940699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-10T20:25:13.941220] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-10T20:25:13.942351] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-10T20:25:13.942412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:13.942449] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:13.942479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:13.942547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:14.016154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:14.017456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:14.017601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:14.017654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:14.191148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:14.191341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:14.191399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:14.191445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:14.196125] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-12-10T20:25:14.196632] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-10T20:25:14.196827] [INFO ] [sig       ] GOOD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:14.411886] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOOD.txt
[2025-12-10T20:25:14.412108] [INFO ] [sig       ] [1457/3612] Completed GOOD in 0.5s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:14.412163] [INFO ] [sig       ] [1458/3612] Forecasting GOOG...
[2025-12-10T20:25:14.412201] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-10T20:25:14.412239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-10T20:25:14.428561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-10T20:25:14.429089] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-10T20:25:14.430246] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-10T20:25:14.430314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:14.430413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:14.430460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:14.430551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:14.507047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:14.508262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:14.508372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:14.508415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:14.662894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:14.663069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:14.663112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:14.663141] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:14.666818] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-10T20:25:14.667132] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-10T20:25:14.667271] [INFO ] [sig       ] GOOG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:14.846543] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOOG.txt
[2025-12-10T20:25:14.846734] [INFO ] [sig       ] [1458/3612] Completed GOOG in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:14.846776] [INFO ] [sig       ] [1459/3612] Forecasting GOOS...
[2025-12-10T20:25:14.846804] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-10T20:25:14.846832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-10T20:25:14.858629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-10T20:25:14.858966] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-10T20:25:14.859788] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-10T20:25:14.859839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:14.859871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:14.859897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:14.859953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:14.917316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:14.918222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:14.918305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:14.918336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:15.040477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:15.040644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:15.040690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:15.040719] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:15.044497] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-12-10T20:25:15.044790] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-10T20:25:15.044919] [INFO ] [sig       ] GOOS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:15.189710] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GOOS.txt
[2025-12-10T20:25:15.189844] [INFO ] [sig       ] [1459/3612] Completed GOOS in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:15.189881] [INFO ] [sig       ] [1460/3612] Forecasting GOSS...
[2025-12-10T20:25:15.189910] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-10T20:25:15.189939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-10T20:25:15.203186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-10T20:25:15.203491] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-10T20:25:15.204493] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-10T20:25:15.204542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:15.204590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:15.204621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:15.204678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:15.263134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:15.263789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:15.263871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:15.263902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:15.386880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:15.387019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:15.387058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:15.387085] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:15.390607] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=46.36%)
[2025-12-10T20:25:15.391066] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-10T20:25:15.391184] [INFO ] [sig       ] GOSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:15.561371] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GOSS.txt
[2025-12-10T20:25:15.561569] [INFO ] [sig       ] [1460/3612] Completed GOSS in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:15.561640] [INFO ] [sig       ] [1461/3612] Forecasting GOVI...
[2025-12-10T20:25:15.561678] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-10T20:25:15.561719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-10T20:25:15.577361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-10T20:25:15.577869] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-10T20:25:15.578949] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-10T20:25:15.579014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:15.579062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:15.579104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:15.579185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:15.648969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:15.650094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:15.650207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:15.650262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:15.774454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:15.774618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:15.774660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:15.774718] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:15.778047] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=72.41%)
[2025-12-10T20:25:15.778317] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-10T20:25:15.778440] [INFO ] [sig       ] GOVI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:15.922795] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GOVI.txt
[2025-12-10T20:25:15.922946] [INFO ] [sig       ] [1461/3612] Completed GOVI in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:15.922992] [INFO ] [sig       ] [1462/3612] Forecasting GPC...
[2025-12-10T20:25:15.923023] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-10T20:25:15.923053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-10T20:25:15.935212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-10T20:25:15.935509] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-10T20:25:15.936296] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-10T20:25:15.936345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:15.936376] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:15.936401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:15.936455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:15.992254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:15.992939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:15.993016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:15.993047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:16.112336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:16.112489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:16.112527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:16.112555] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:16.116049] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-10T20:25:16.116323] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-10T20:25:16.116449] [INFO ] [sig       ] GPC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:16.257273] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GPC.txt
[2025-12-10T20:25:16.257403] [INFO ] [sig       ] [1462/3612] Completed GPC in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:16.257441] [INFO ] [sig       ] [1463/3612] Forecasting GPI...
[2025-12-10T20:25:16.257471] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-10T20:25:16.257499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-10T20:25:16.268765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-10T20:25:16.269044] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-10T20:25:16.269821] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-10T20:25:16.269871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:16.269901] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:16.269927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:16.269981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:16.328272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:16.329182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:16.329274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:16.329307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:16.448998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:16.449147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:16.449186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:16.449215] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:16.452648] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-10T20:25:16.452911] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-10T20:25:16.453047] [INFO ] [sig       ] GPI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:16.592072] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPI.txt
[2025-12-10T20:25:16.592181] [INFO ] [sig       ] [1463/3612] Completed GPI in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:16.592219] [INFO ] [sig       ] [1464/3612] Forecasting GPIQ...
[2025-12-10T20:25:16.592246] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-10T20:25:16.592274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-10T20:25:16.603632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-10T20:25:16.604115] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-10T20:25:16.605130] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-10T20:25:16.605182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:16.605215] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:16.605243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:16.605300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:16.662015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:16.662650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:16.662729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:16.662763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:16.781882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:16.782034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:16.782073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:16.782100] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:16.785544] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-10T20:25:16.785881] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-10T20:25:16.786015] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:16.927428] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPIQ.txt
[2025-12-10T20:25:16.927555] [INFO ] [sig       ] [1464/3612] Completed GPIQ in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:16.927610] [INFO ] [sig       ] [1465/3612] Forecasting GPIX...
[2025-12-10T20:25:16.927641] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-10T20:25:16.927669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-10T20:25:16.940296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-10T20:25:16.940652] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-10T20:25:16.941605] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-10T20:25:16.941658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:16.941691] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:16.941716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:16.941770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:17.000011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:17.000761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:17.000840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:17.000871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:17.116216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:17.116369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:17.116409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:17.116454] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:17.120181] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-10T20:25:17.120447] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-10T20:25:17.120569] [INFO ] [sig       ] GPIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:17.260629] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GPIX.txt
[2025-12-10T20:25:17.260758] [INFO ] [sig       ] [1465/3612] Completed GPIX in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:17.260796] [INFO ] [sig       ] [1466/3612] Forecasting GPJA...
[2025-12-10T20:25:17.260824] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-10T20:25:17.260852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-10T20:25:17.272298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-10T20:25:17.272615] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-10T20:25:17.273379] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-10T20:25:17.273428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:17.273458] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:17.273483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:17.273537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:17.331254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:17.331914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:17.331991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:17.332022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:17.446100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:17.446250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:17.446289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:17.446318] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:17.449743] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-10T20:25:17.450013] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-10T20:25:17.450137] [INFO ] [sig       ] GPJA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:17.594750] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPJA.txt
[2025-12-10T20:25:17.594866] [INFO ] [sig       ] [1466/3612] Completed GPJA in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:17.594902] [INFO ] [sig       ] [1467/3612] Forecasting GPK...
[2025-12-10T20:25:17.594931] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-10T20:25:17.594959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-10T20:25:17.606644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-10T20:25:17.606928] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-10T20:25:17.607696] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-10T20:25:17.607772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:17.607803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:17.607829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:17.607884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:17.664770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:17.665598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:17.665689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:17.665721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:17.790688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:17.790844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:17.790883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:17.790910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:17.794469] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-12-10T20:25:17.794992] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-10T20:25:17.795125] [INFO ] [sig       ] GPK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:17.935987] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPK.txt
[2025-12-10T20:25:17.936110] [INFO ] [sig       ] [1467/3612] Completed GPK in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:17.936146] [INFO ] [sig       ] [1468/3612] Forecasting GPN...
[2025-12-10T20:25:17.936175] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-10T20:25:17.936203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-10T20:25:17.947431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-10T20:25:17.947735] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-10T20:25:17.948474] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-10T20:25:17.948523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:17.948553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:17.948598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:17.948654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:18.006411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:18.007262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:18.007381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:18.007414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:18.131647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:18.131796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:18.131834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:18.131861] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:18.135442] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-12-10T20:25:18.135723] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-10T20:25:18.135841] [INFO ] [sig       ] GPN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:18.277180] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GPN.txt
[2025-12-10T20:25:18.277332] [INFO ] [sig       ] [1468/3612] Completed GPN in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:18.277373] [INFO ] [sig       ] [1469/3612] Forecasting GPRE...
[2025-12-10T20:25:18.277401] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-10T20:25:18.277431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-10T20:25:18.292830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-10T20:25:18.293221] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-10T20:25:18.294225] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-10T20:25:18.294275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:18.294312] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:18.294358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:18.294415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:18.351589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:18.352433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:18.352517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:18.352548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:18.471434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:18.471591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:18.471631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:18.471660] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:18.475002] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-12-10T20:25:18.475282] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-10T20:25:18.475408] [INFO ] [sig       ] GPRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:18.615432] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPRE.txt
[2025-12-10T20:25:18.615556] [INFO ] [sig       ] [1469/3612] Completed GPRE in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:18.615625] [INFO ] [sig       ] [1470/3612] Forecasting GPRK...
[2025-12-10T20:25:18.615655] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-10T20:25:18.615702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-10T20:25:18.627030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-10T20:25:18.627304] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-10T20:25:18.628089] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-10T20:25:18.628138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:18.628168] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:18.628193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:18.628247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:18.684036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:18.684681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:18.684757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:18.684788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:18.801604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:18.801752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:18.801791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:18.801817] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:18.805113] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-10T20:25:18.805378] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-10T20:25:18.805496] [INFO ] [sig       ] GPRK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:18.944206] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPRK.txt
[2025-12-10T20:25:18.944315] [INFO ] [sig       ] [1470/3612] Completed GPRK in 0.3s | 2.87 sym/s | Total: 8.5m | ETA: 12.5m
[2025-12-10T20:25:18.944351] [INFO ] [sig       ] [1471/3612] Forecasting GPRO...
[2025-12-10T20:25:18.944378] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-10T20:25:18.944405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-10T20:25:18.956548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-10T20:25:18.956849] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-10T20:25:18.957832] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-10T20:25:18.957882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:18.958057] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:18.958082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:18.958137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:19.015740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:19.016338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:19.016412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:19.016443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:19.143563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:19.143731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:19.143769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:19.143802] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:19.147060] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-10T20:25:19.147337] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-10T20:25:19.147454] [INFO ] [sig       ] GPRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:19.284927] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GPRO.txt
[2025-12-10T20:25:19.285060] [INFO ] [sig       ] [1471/3612] Completed GPRO in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:19.285098] [INFO ] [sig       ] [1472/3612] Forecasting GRAB...
[2025-12-10T20:25:19.285128] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-10T20:25:19.285155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-10T20:25:19.296444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-10T20:25:19.296729] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-10T20:25:19.297465] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-10T20:25:19.297515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:19.297545] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:19.297593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:19.297651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:19.354222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:19.354838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:19.354912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:19.354942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:19.475325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:19.475442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:19.475479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:19.475506] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:19.478692] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-10T20:25:19.478990] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-10T20:25:19.479109] [INFO ] [sig       ] GRAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:19.617646] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GRAB.txt
[2025-12-10T20:25:19.617773] [INFO ] [sig       ] [1472/3612] Completed GRAB in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:19.617813] [INFO ] [sig       ] [1473/3612] Forecasting GRAL...
[2025-12-10T20:25:19.617841] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-10T20:25:19.617875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-10T20:25:19.629765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-10T20:25:19.630193] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-10T20:25:19.630954] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-10T20:25:19.631003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:19.631033] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:19.631059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:19.631114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:19.687535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:19.688153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:19.688227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:19.688258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:19.810170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:19.810329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:19.810368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:19.810397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:19.813735] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-10T20:25:19.814032] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-10T20:25:19.814163] [INFO ] [sig       ] GRAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:19.953849] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GRAL.txt
[2025-12-10T20:25:19.953976] [INFO ] [sig       ] [1473/3612] Completed GRAL in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:19.954015] [INFO ] [sig       ] [1474/3612] Forecasting GRBK...
[2025-12-10T20:25:19.954044] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-10T20:25:19.954074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-10T20:25:19.966675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-10T20:25:19.966986] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-10T20:25:19.967790] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-10T20:25:19.967841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:19.967873] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:19.967899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:19.967953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:20.023469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:20.024060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:20.024136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:20.024168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:20.143341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:20.143454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:20.143491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:20.143519] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:20.146796] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-12-10T20:25:20.147059] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-10T20:25:20.147182] [INFO ] [sig       ] GRBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:20.286801] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRBK.txt
[2025-12-10T20:25:20.286912] [INFO ] [sig       ] [1474/3612] Completed GRBK in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:20.286950] [INFO ] [sig       ] [1475/3612] Forecasting GRC...
[2025-12-10T20:25:20.286978] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-10T20:25:20.287007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-10T20:25:20.298542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-10T20:25:20.298831] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-10T20:25:20.299594] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-10T20:25:20.299659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:20.299715] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:20.299745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:20.299800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:20.357600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:20.358266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:20.358343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:20.358374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:20.477728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:20.477884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:20.478116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:20.478143] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:20.481633] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2025-12-10T20:25:20.481899] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-10T20:25:20.482020] [INFO ] [sig       ] GRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:20.622944] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GRC.txt
[2025-12-10T20:25:20.623046] [INFO ] [sig       ] [1475/3612] Completed GRC in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:20.623082] [INFO ] [sig       ] [1476/3612] Forecasting GREE...
[2025-12-10T20:25:20.623110] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-10T20:25:20.623142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-10T20:25:20.634744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-10T20:25:20.635016] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-10T20:25:20.635785] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-10T20:25:20.635845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:20.635882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:20.635907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:20.635961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:20.692321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:20.692952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:20.693025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:20.693056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:20.816320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:20.816521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:20.816562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:20.816623] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:20.820122] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-10T20:25:20.820393] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-10T20:25:20.820513] [INFO ] [sig       ] GREE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:20.960901] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GREE.txt
[2025-12-10T20:25:20.961045] [INFO ] [sig       ] [1476/3612] Completed GREE in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:20.961084] [INFO ] [sig       ] [1477/3612] Forecasting GRFS...
[2025-12-10T20:25:20.961111] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-10T20:25:20.961141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-10T20:25:20.972888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-10T20:25:20.973270] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-10T20:25:20.974053] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-10T20:25:20.974102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:20.974134] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:20.974159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:20.974213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:21.031922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:21.032809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:21.032895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:21.032927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:21.158706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:21.158862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:21.158906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:21.158933] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:21.162340] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-12-10T20:25:21.162647] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-10T20:25:21.162774] [INFO ] [sig       ] GRFS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:21.301910] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRFS.txt
[2025-12-10T20:25:21.302061] [INFO ] [sig       ] [1477/3612] Completed GRFS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:21.302100] [INFO ] [sig       ] [1478/3612] Forecasting GRI...
[2025-12-10T20:25:21.302129] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-10T20:25:21.302159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-10T20:25:21.313623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-10T20:25:21.313972] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-10T20:25:21.314740] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-10T20:25:21.314790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:21.314819] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:21.314845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:21.314899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:21.372331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:21.373202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:21.373285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:21.373318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:21.512753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:21.512908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:21.512945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:21.513006] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:21.516339] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-10T20:25:21.516644] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-10T20:25:21.516773] [INFO ] [sig       ] GRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:21.660969] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRI.txt
[2025-12-10T20:25:21.661121] [INFO ] [sig       ] [1478/3612] Completed GRI in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:21.661160] [INFO ] [sig       ] [1479/3612] Forecasting GRID...
[2025-12-10T20:25:21.661188] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-10T20:25:21.661217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-10T20:25:21.673669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-10T20:25:21.674213] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-10T20:25:21.675183] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-10T20:25:21.675233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:21.675263] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:21.675288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:21.675343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:21.733971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:21.734806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:21.734887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:21.734918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:21.857340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:21.857487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:21.857525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:21.857552] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:21.861025] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2025-12-10T20:25:21.861285] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-10T20:25:21.861404] [INFO ] [sig       ] GRID: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:22.000688] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GRID.txt
[2025-12-10T20:25:22.000791] [INFO ] [sig       ] [1479/3612] Completed GRID in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:22.000827] [INFO ] [sig       ] [1480/3612] Forecasting GRMN...
[2025-12-10T20:25:22.000856] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-10T20:25:22.000883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-10T20:25:22.012418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-10T20:25:22.012718] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-10T20:25:22.013449] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-10T20:25:22.013498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:22.013528] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:22.013553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:22.013637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:22.072500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:22.073346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:22.073420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:22.073451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:22.195537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:22.195705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:22.195743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:22.195771] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:22.199238] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=78.34%)
[2025-12-10T20:25:22.199516] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-10T20:25:22.199659] [INFO ] [sig       ] GRMN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:22.341511] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRMN.txt
[2025-12-10T20:25:22.341661] [INFO ] [sig       ] [1480/3612] Completed GRMN in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:22.341700] [INFO ] [sig       ] [1481/3612] Forecasting GRND...
[2025-12-10T20:25:22.341728] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-10T20:25:22.341756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-10T20:25:22.353738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-10T20:25:22.354005] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-10T20:25:22.354754] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-10T20:25:22.354803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:22.354833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:22.354859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:22.354913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:22.411687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:22.412257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:22.412331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:22.412362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:22.534496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:22.534617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:22.534652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:22.534679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:22.537770] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-10T20:25:22.538038] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-10T20:25:22.538158] [INFO ] [sig       ] GRND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:22.680335] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRND.txt
[2025-12-10T20:25:22.680452] [INFO ] [sig       ] [1481/3612] Completed GRND in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:22.680488] [INFO ] [sig       ] [1482/3612] Forecasting GRPN...
[2025-12-10T20:25:22.680516] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-10T20:25:22.680543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-10T20:25:22.693426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-10T20:25:22.693835] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-10T20:25:22.694846] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-10T20:25:22.694909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:22.694941] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:22.695158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:22.695213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:22.752075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:22.752991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:22.753072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:22.753102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:22.875189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:22.875349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:22.875389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:22.875416] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:22.878864] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=17.90%)
[2025-12-10T20:25:22.879163] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-10T20:25:22.879305] [INFO ] [sig       ] GRPN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:23.021931] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GRPN.txt
[2025-12-10T20:25:23.022086] [INFO ] [sig       ] [1482/3612] Completed GRPN in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:23.022126] [INFO ] [sig       ] [1483/3612] Forecasting GRVY...
[2025-12-10T20:25:23.022155] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-10T20:25:23.022184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-10T20:25:23.035090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-10T20:25:23.035426] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-10T20:25:23.036189] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-10T20:25:23.036239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:23.036270] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:23.036295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:23.036348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:23.095899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:23.096605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:23.096685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:23.096717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:23.208107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:23.208271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:23.208310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:23.208338] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:23.211832] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-10T20:25:23.212179] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-10T20:25:23.212321] [INFO ] [sig       ] GRVY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:23.355659] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GRVY.txt
[2025-12-10T20:25:23.355796] [INFO ] [sig       ] [1483/3612] Completed GRVY in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:23.355834] [INFO ] [sig       ] [1484/3612] Forecasting GRWG...
[2025-12-10T20:25:23.355863] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-10T20:25:23.355891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-10T20:25:23.367932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-10T20:25:23.368223] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-10T20:25:23.369023] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-10T20:25:23.369073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:23.369104] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:23.369130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:23.369372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:23.426024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:23.426708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:23.426784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:23.426815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:23.546711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:23.546853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:23.546889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:23.546916] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:23.550560] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-10T20:25:23.550848] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-10T20:25:23.550969] [INFO ] [sig       ] GRWG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:23.695369] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRWG.txt
[2025-12-10T20:25:23.695548] [INFO ] [sig       ] [1484/3612] Completed GRWG in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:23.695604] [INFO ] [sig       ] [1485/3612] Forecasting GRX...
[2025-12-10T20:25:23.695635] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-10T20:25:23.695666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-10T20:25:23.706828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-10T20:25:23.707188] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-10T20:25:23.708026] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-10T20:25:23.708077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:23.708108] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:23.708134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:23.708188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:23.765714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:23.766567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:23.766714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:23.766747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:23.880605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:23.880760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:23.880799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:23.880827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:23.884300] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-10T20:25:23.884598] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-10T20:25:23.884724] [INFO ] [sig       ] GRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:24.029332] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GRX.txt
[2025-12-10T20:25:24.029521] [INFO ] [sig       ] [1485/3612] Completed GRX in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:24.029563] [INFO ] [sig       ] [1486/3612] Forecasting GS...
[2025-12-10T20:25:24.029611] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-10T20:25:24.029641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-10T20:25:24.041769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-10T20:25:24.042356] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-10T20:25:24.043129] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-10T20:25:24.043179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:24.043210] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:24.043235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:24.043290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:24.101834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:24.102714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:24.102796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:24.102830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:24.232938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:24.233092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:24.233132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:24.233160] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:24.236470] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-12-10T20:25:24.236755] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-10T20:25:24.236879] [INFO ] [sig       ] GS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:24.402181] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GS.txt
[2025-12-10T20:25:24.402361] [INFO ] [sig       ] [1486/3612] Completed GS in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:24.402409] [INFO ] [sig       ] [1487/3612] Forecasting GSBC...
[2025-12-10T20:25:24.402438] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-10T20:25:24.402468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-10T20:25:24.414710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-10T20:25:24.415080] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-10T20:25:24.415886] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-10T20:25:24.415936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:24.415966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:24.415992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:24.416240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:24.475856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:24.476734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:24.476816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:24.476848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:24.593855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:24.594015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:24.594055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:24.594082] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:24.597466] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-10T20:25:24.597812] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-10T20:25:24.597951] [INFO ] [sig       ] GSBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:24.737654] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GSBC.txt
[2025-12-10T20:25:24.737801] [INFO ] [sig       ] [1487/3612] Completed GSBC in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.4m
[2025-12-10T20:25:24.737841] [INFO ] [sig       ] [1488/3612] Forecasting GSBD...
[2025-12-10T20:25:24.737870] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-10T20:25:24.737898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-10T20:25:24.749795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-10T20:25:24.750184] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-10T20:25:24.750985] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-10T20:25:24.751036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:24.751067] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:24.751093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:24.751148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:24.809806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:24.810694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:24.810779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:24.810811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:24.929119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:24.929272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:24.929311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:24.929339] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:24.932957] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-10T20:25:24.933306] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-10T20:25:24.933443] [INFO ] [sig       ] GSBD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:25.085978] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GSBD.txt
[2025-12-10T20:25:25.086158] [INFO ] [sig       ] [1488/3612] Completed GSBD in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.3m
[2025-12-10T20:25:25.086200] [INFO ] [sig       ] [1489/3612] Forecasting GSHD...
[2025-12-10T20:25:25.086228] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-10T20:25:25.086257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-10T20:25:25.097653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-10T20:25:25.098096] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-10T20:25:25.098902] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-10T20:25:25.098953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:25.098986] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:25.099013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:25.099069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:25.157810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:25.158742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:25.158850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:25.158887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:25.280426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:25.280643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:25.280698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:25.280737] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:25.284393] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=72.46%)
[2025-12-10T20:25:25.284778] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-10T20:25:25.284926] [INFO ] [sig       ] GSHD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:25.442090] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GSHD.txt
[2025-12-10T20:25:25.442258] [INFO ] [sig       ] [1489/3612] Completed GSHD in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:25.442298] [INFO ] [sig       ] [1490/3612] Forecasting GSK...
[2025-12-10T20:25:25.442326] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-10T20:25:25.442356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-10T20:25:25.454413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-10T20:25:25.454829] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-10T20:25:25.455637] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-10T20:25:25.455688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:25.455718] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:25.455744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:25.455798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:25.514092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:25.515037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:25.515129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:25.515163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:25.639770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:25.639931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:25.639971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:25.639998] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:25.643362] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-10T20:25:25.643681] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-10T20:25:25.643813] [INFO ] [sig       ] GSK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:25.788900] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GSK.txt
[2025-12-10T20:25:25.789060] [INFO ] [sig       ] [1490/3612] Completed GSK in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:25.789101] [INFO ] [sig       ] [1491/3612] Forecasting GSL...
[2025-12-10T20:25:25.789130] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-10T20:25:25.789159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-10T20:25:25.801152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-10T20:25:25.801529] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-10T20:25:25.802475] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-10T20:25:25.802525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:25.802556] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:25.802615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:25.802673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:25.860414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:25.861447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:25.861530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:25.861560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:25.984498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:25.984666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:25.984707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:25.984735] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:25.988511] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-10T20:25:25.988818] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-10T20:25:25.988951] [INFO ] [sig       ] GSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:26.130855] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GSL.txt
[2025-12-10T20:25:26.130979] [INFO ] [sig       ] [1491/3612] Completed GSL in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:26.131016] [INFO ] [sig       ] [1492/3612] Forecasting GSM...
[2025-12-10T20:25:26.131044] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-10T20:25:26.131072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-10T20:25:26.142018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-10T20:25:26.142284] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-10T20:25:26.143043] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-10T20:25:26.143092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:26.143147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:26.143174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:26.143229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:26.204254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:26.204953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:26.205031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:26.205064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:26.327546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:26.327685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:26.327750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:26.327784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:26.331490] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-12-10T20:25:26.331773] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-10T20:25:26.331901] [INFO ] [sig       ] GSM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:26.474959] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GSM.txt
[2025-12-10T20:25:26.475074] [INFO ] [sig       ] [1492/3612] Completed GSM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:26.475110] [INFO ] [sig       ] [1493/3612] Forecasting GTES...
[2025-12-10T20:25:26.475139] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-10T20:25:26.475168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-10T20:25:26.487265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-10T20:25:26.487544] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-10T20:25:26.488523] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-10T20:25:26.488592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:26.488635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:26.488661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:26.488715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:26.548150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:26.548978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:26.549068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:26.549099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:26.667315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:26.667484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:26.667532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:26.667564] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:26.670952] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-10T20:25:26.671229] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-10T20:25:26.671353] [INFO ] [sig       ] GTES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:26.812251] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GTES.txt
[2025-12-10T20:25:26.812379] [INFO ] [sig       ] [1493/3612] Completed GTES in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:26.812416] [INFO ] [sig       ] [1494/3612] Forecasting GTLB...
[2025-12-10T20:25:26.812445] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-10T20:25:26.812474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-10T20:25:26.823230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-10T20:25:26.823552] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-10T20:25:26.824369] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-10T20:25:26.824421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:26.824452] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:26.824479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:26.824534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:26.883364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:26.884022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:26.884102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:26.884135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:27.006695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:27.006845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:27.006882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:27.006910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:27.010317] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-10T20:25:27.010597] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-10T20:25:27.010717] [INFO ] [sig       ] GTLB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:27.152712] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GTLB.txt
[2025-12-10T20:25:27.152835] [INFO ] [sig       ] [1494/3612] Completed GTLB in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:27.152872] [INFO ] [sig       ] [1495/3612] Forecasting GTLS...
[2025-12-10T20:25:27.152901] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-10T20:25:27.152929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-10T20:25:27.164087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-10T20:25:27.164381] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-10T20:25:27.165146] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-10T20:25:27.165195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:27.165225] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:27.165250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:27.165304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:27.222694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:27.223343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:27.223418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:27.223448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:27.349951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:27.350097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:27.350136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:27.350196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:27.353755] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-12-10T20:25:27.354084] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-10T20:25:27.354225] [INFO ] [sig       ] GTLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:27.498338] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GTLS.txt
[2025-12-10T20:25:27.498464] [INFO ] [sig       ] [1495/3612] Completed GTLS in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:27.498502] [INFO ] [sig       ] [1496/3612] Forecasting GTN...
[2025-12-10T20:25:27.498530] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-10T20:25:27.498559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-10T20:25:27.509423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-10T20:25:27.509740] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-10T20:25:27.510484] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-10T20:25:27.510533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:27.510564] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:27.510613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:27.510668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:27.568517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:27.569268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:27.569345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:27.569377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:27.697496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:27.697673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:27.697730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:27.697760] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:27.701628] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-10T20:25:27.701924] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-10T20:25:27.702242] [INFO ] [sig       ] GTN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:27.844938] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GTN.txt
[2025-12-10T20:25:27.845091] [INFO ] [sig       ] [1496/3612] Completed GTN in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:27.845138] [INFO ] [sig       ] [1497/3612] Forecasting GTX...
[2025-12-10T20:25:27.845167] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-10T20:25:27.845203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-10T20:25:27.856946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-10T20:25:27.857279] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-10T20:25:27.858082] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-10T20:25:27.858131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:27.858160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:27.858184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:27.858239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:27.914116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:27.914971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:27.915050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:27.915081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:28.032420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:28.032589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:28.032630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:28.032659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:28.035997] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-10T20:25:28.036283] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-10T20:25:28.036410] [INFO ] [sig       ] GTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:28.180240] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GTX.txt
[2025-12-10T20:25:28.180392] [INFO ] [sig       ] [1497/3612] Completed GTX in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:28.180431] [INFO ] [sig       ] [1498/3612] Forecasting GTY...
[2025-12-10T20:25:28.180460] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-10T20:25:28.180489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-10T20:25:28.192449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-10T20:25:28.192856] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-10T20:25:28.193834] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-10T20:25:28.193885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:28.193916] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:28.193942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:28.193996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:28.254722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:28.255569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:28.255681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:28.255718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:28.381667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:28.381820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:28.381860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:28.381888] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:28.385984] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-12-10T20:25:28.386303] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-10T20:25:28.386433] [INFO ] [sig       ] GTY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:28.540835] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GTY.txt
[2025-12-10T20:25:28.540985] [INFO ] [sig       ] [1498/3612] Completed GTY in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:28.541027] [INFO ] [sig       ] [1499/3612] Forecasting GUG...
[2025-12-10T20:25:28.541056] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-10T20:25:28.541084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-10T20:25:28.553405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-10T20:25:28.553742] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-10T20:25:28.554494] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-10T20:25:28.554544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:28.554592] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:28.554622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:28.554678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:28.615492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:28.616168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:28.616245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:28.616277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:28.734970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:28.735131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:28.735176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:28.735204] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:28.738605] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-10T20:25:28.738896] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-10T20:25:28.739017] [INFO ] [sig       ] GUG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:28.876645] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GUG.txt
[2025-12-10T20:25:28.876790] [INFO ] [sig       ] [1499/3612] Completed GUG in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:28.876829] [INFO ] [sig       ] [1500/3612] Forecasting GVA...
[2025-12-10T20:25:28.876857] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-10T20:25:28.876886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-10T20:25:28.888434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-10T20:25:28.888814] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-10T20:25:28.889654] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-10T20:25:28.889714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:28.889755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:28.889785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:28.889840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:28.947925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:28.948756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:28.948838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:28.948869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:29.064673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:29.064825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:29.064863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:29.064906] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:29.068298] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-10T20:25:29.068627] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-10T20:25:29.068758] [INFO ] [sig       ] GVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:29.206033] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GVA.txt
[2025-12-10T20:25:29.206176] [INFO ] [sig       ] [1500/3612] Completed GVA in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:29.206215] [INFO ] [sig       ] [1501/3612] Forecasting GWH...
[2025-12-10T20:25:29.206242] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-10T20:25:29.206271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-10T20:25:29.217943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-10T20:25:29.218502] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-10T20:25:29.219294] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-10T20:25:29.219345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:29.219376] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:29.219402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:29.219457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:29.280767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:29.281600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:29.281703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:29.281750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:29.410971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:29.411314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:29.411354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:29.411382] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:29.414968] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-10T20:25:29.415247] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-10T20:25:29.415382] [INFO ] [sig       ] GWH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:29.557113] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GWH.txt
[2025-12-10T20:25:29.557421] [INFO ] [sig       ] [1501/3612] Completed GWH in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:29.557457] [INFO ] [sig       ] [1502/3612] Forecasting GWRE...
[2025-12-10T20:25:29.557485] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-10T20:25:29.557513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-10T20:25:29.568751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-10T20:25:29.569041] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-10T20:25:29.569805] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-10T20:25:29.569854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:29.569885] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:29.569913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:29.569981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:29.627298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:29.627954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:29.628061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:29.628105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:29.746870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:29.746986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:29.747022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:29.747048] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:29.750666] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-10T20:25:29.750928] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-10T20:25:29.751049] [INFO ] [sig       ] GWRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:29.890220] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GWRE.txt
[2025-12-10T20:25:29.890325] [INFO ] [sig       ] [1502/3612] Completed GWRE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:29.890361] [INFO ] [sig       ] [1503/3612] Forecasting GWRS...
[2025-12-10T20:25:29.890391] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-10T20:25:29.890419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-10T20:25:29.902273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-10T20:25:29.902749] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-10T20:25:29.903505] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-10T20:25:29.903556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:29.903635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:29.903678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:29.903736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:29.962187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:29.962940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:29.963018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:29.963050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:30.082666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:30.082806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:30.082843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:30.082871] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:30.086717] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-10T20:25:30.086985] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-10T20:25:30.087106] [INFO ] [sig       ] GWRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:30.234197] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GWRS.txt
[2025-12-10T20:25:30.234347] [INFO ] [sig       ] [1503/3612] Completed GWRS in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:30.234388] [INFO ] [sig       ] [1504/3612] Forecasting GXAI...
[2025-12-10T20:25:30.234416] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-10T20:25:30.234444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-10T20:25:30.246157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-10T20:25:30.246475] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-10T20:25:30.247251] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-10T20:25:30.247301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:30.247331] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:30.247368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:30.247424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:30.310504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:30.311411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:30.311506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:30.311548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:30.434056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:30.434199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:30.434242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:30.434270] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:30.437527] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=30.16%)
[2025-12-10T20:25:30.437826] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-10T20:25:30.437945] [INFO ] [sig       ] GXAI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:30.583272] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/GXAI.txt
[2025-12-10T20:25:30.583412] [INFO ] [sig       ] [1504/3612] Completed GXAI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.3m
[2025-12-10T20:25:30.583450] [INFO ] [sig       ] [1505/3612] Forecasting GYRE...
[2025-12-10T20:25:30.583478] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-10T20:25:30.583506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-10T20:25:30.607333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-10T20:25:30.607707] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-10T20:25:30.608555] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-10T20:25:30.608631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:30.608665] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:30.608692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:30.608748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:30.669515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:30.670236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:30.670315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:30.670347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:30.791137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:30.791282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:30.791321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:30.791351] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:30.794642] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-12-10T20:25:30.794904] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-10T20:25:30.795022] [INFO ] [sig       ] GYRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:30.936821] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/GYRE.txt
[2025-12-10T20:25:30.936968] [INFO ] [sig       ] [1505/3612] Completed GYRE in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 12.2m
[2025-12-10T20:25:30.937026] [INFO ] [sig       ] [1506/3612] Forecasting H...
[2025-12-10T20:25:30.937074] [INFO ] [sig       ] Generating forecast for: H
[2025-12-10T20:25:30.937112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-10T20:25:30.949639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-10T20:25:30.949927] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-10T20:25:30.950792] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-10T20:25:30.950843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:30.950874] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:30.950901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:30.950959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:31.009753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:31.010345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:31.010422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:31.010453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:31.128245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:31.128362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:31.128398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:31.128424] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:31.131745] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-10T20:25:31.132005] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-10T20:25:31.132123] [INFO ] [sig       ] H: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:31.274033] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/H.txt
[2025-12-10T20:25:31.274143] [INFO ] [sig       ] [1506/3612] Completed H in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:31.274180] [INFO ] [sig       ] [1507/3612] Forecasting HAE...
[2025-12-10T20:25:31.274207] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-10T20:25:31.274234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-10T20:25:31.286416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-10T20:25:31.286689] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-10T20:25:31.287426] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-10T20:25:31.287475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:31.287505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:31.287530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:31.287599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:31.345311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:31.345899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:31.345974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:31.346006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:31.473739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:31.473876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:31.473916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:31.473943] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:31.477693] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-10T20:25:31.477975] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-10T20:25:31.478108] [INFO ] [sig       ] HAE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:31.619203] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HAE.txt
[2025-12-10T20:25:31.619498] [INFO ] [sig       ] [1507/3612] Completed HAE in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:31.619538] [INFO ] [sig       ] [1508/3612] Forecasting HAFC...
[2025-12-10T20:25:31.619565] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-10T20:25:31.619611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-10T20:25:31.631269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-10T20:25:31.631710] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-10T20:25:31.632714] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-10T20:25:31.632763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:31.632793] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:31.632818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:31.632872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:31.689856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:31.690486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:31.690561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:31.690609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:31.807224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:31.807324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:31.807359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:31.807385] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:31.810471] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-12-10T20:25:31.810747] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-10T20:25:31.810862] [INFO ] [sig       ] HAFC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:31.951902] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HAFC.txt
[2025-12-10T20:25:31.952004] [INFO ] [sig       ] [1508/3612] Completed HAFC in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:31.952041] [INFO ] [sig       ] [1509/3612] Forecasting HAIN...
[2025-12-10T20:25:31.952069] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-10T20:25:31.952097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-10T20:25:31.963931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-10T20:25:31.964206] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-10T20:25:31.964969] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-10T20:25:31.965023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:31.965089] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:31.965127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:31.965207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:32.023237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:32.023853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:32.023928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:32.023959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:32.146633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:32.146767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:32.146819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:32.146848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:32.150436] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-10T20:25:32.150719] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-10T20:25:32.150838] [INFO ] [sig       ] HAIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:32.298501] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HAIN.txt
[2025-12-10T20:25:32.298636] [INFO ] [sig       ] [1509/3612] Completed HAIN in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:32.298676] [INFO ] [sig       ] [1510/3612] Forecasting HAL...
[2025-12-10T20:25:32.298705] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-10T20:25:32.298733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-10T20:25:32.310655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-10T20:25:32.310915] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-10T20:25:32.311836] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-10T20:25:32.311885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:32.311915] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:32.311941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:32.311995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:32.370177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:32.370854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:32.370932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:32.370964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:32.493853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:32.494012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:32.494067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:32.494108] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:32.498844] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=49.19%)
[2025-12-10T20:25:32.499236] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-10T20:25:32.499404] [INFO ] [sig       ] HAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:32.650177] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HAL.txt
[2025-12-10T20:25:32.650530] [INFO ] [sig       ] [1510/3612] Completed HAL in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:32.650588] [INFO ] [sig       ] [1511/3612] Forecasting HALO...
[2025-12-10T20:25:32.650621] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-10T20:25:32.650650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-10T20:25:32.662461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-10T20:25:32.662829] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-10T20:25:32.663818] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-10T20:25:32.663872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:32.663904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:32.663932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:32.663988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:32.724185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:32.725094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:32.725181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:32.725214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:32.846054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:32.846406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:32.846445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:32.846472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:32.849913] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-12-10T20:25:32.850221] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-10T20:25:32.850348] [INFO ] [sig       ] HALO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:32.994220] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HALO.txt
[2025-12-10T20:25:32.994386] [INFO ] [sig       ] [1511/3612] Completed HALO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:32.994436] [INFO ] [sig       ] [1512/3612] Forecasting HAS...
[2025-12-10T20:25:32.994466] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-10T20:25:32.994496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-10T20:25:33.006656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-10T20:25:33.007002] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-10T20:25:33.007833] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-10T20:25:33.007885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:33.007921] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:33.007948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:33.008003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:33.064322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:33.064932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:33.065009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:33.065040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:33.183142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:33.183275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:33.183314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:33.183380] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:33.186838] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-10T20:25:33.187118] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-10T20:25:33.187243] [INFO ] [sig       ] HAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:33.325287] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HAS.txt
[2025-12-10T20:25:33.325406] [INFO ] [sig       ] [1512/3612] Completed HAS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:33.325443] [INFO ] [sig       ] [1513/3612] Forecasting HASI...
[2025-12-10T20:25:33.325471] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-10T20:25:33.325499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-10T20:25:33.336385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-10T20:25:33.336695] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-10T20:25:33.337440] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-10T20:25:33.337490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:33.337520] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:33.337546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:33.337617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:33.393240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:33.393875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:33.393951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:33.393981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:33.513615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:33.513771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:33.513809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:33.513835] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:33.517086] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2025-12-10T20:25:33.517352] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-10T20:25:33.517473] [INFO ] [sig       ] HASI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:33.654842] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HASI.txt
[2025-12-10T20:25:33.654954] [INFO ] [sig       ] [1513/3612] Completed HASI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:33.654990] [INFO ] [sig       ] [1514/3612] Forecasting HBAN...
[2025-12-10T20:25:33.655018] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-10T20:25:33.655046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-10T20:25:33.666184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-10T20:25:33.666447] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-10T20:25:33.667207] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-10T20:25:33.667256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:33.667286] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:33.667312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:33.667367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:33.724101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:33.724861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:33.724935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:33.724966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:33.844509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:33.844658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:33.844695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:33.844723] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:33.847930] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-10T20:25:33.848190] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-10T20:25:33.848306] [INFO ] [sig       ] HBAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:33.985627] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HBAN.txt
[2025-12-10T20:25:33.985734] [INFO ] [sig       ] [1514/3612] Completed HBAN in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:33.985770] [INFO ] [sig       ] [1515/3612] Forecasting HBANL...
[2025-12-10T20:25:33.985798] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-10T20:25:33.985827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-10T20:25:33.996955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-10T20:25:33.997237] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-10T20:25:33.998068] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-10T20:25:33.998120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:33.998156] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:33.998183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:33.998239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:34.055410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:34.055999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:34.056077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:34.056107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:34.168913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:34.169034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:34.169069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:34.169095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:34.172308] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-10T20:25:34.172782] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-10T20:25:34.172905] [INFO ] [sig       ] HBANL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:34.316025] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HBANL.txt
[2025-12-10T20:25:34.316150] [INFO ] [sig       ] [1515/3612] Completed HBANL in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:34.316188] [INFO ] [sig       ] [1516/3612] Forecasting HBANP...
[2025-12-10T20:25:34.316216] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-10T20:25:34.316244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-10T20:25:34.328307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-10T20:25:34.328651] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-10T20:25:34.329420] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-10T20:25:34.329472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:34.329503] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:34.329530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:34.329610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:34.390513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:34.391634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:34.391717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:34.391750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:34.520183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:34.520352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:34.520394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:34.520422] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:34.524291] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-10T20:25:34.524899] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-10T20:25:34.525054] [INFO ] [sig       ] HBANP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:34.673825] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HBANP.txt
[2025-12-10T20:25:34.673988] [INFO ] [sig       ] [1516/3612] Completed HBANP in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:34.674027] [INFO ] [sig       ] [1517/3612] Forecasting HBB...
[2025-12-10T20:25:34.674055] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-10T20:25:34.674085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-10T20:25:34.685283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-10T20:25:34.685674] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-10T20:25:34.686448] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-10T20:25:34.686511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:34.686542] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:34.686567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:34.686650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:34.745727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:34.746554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:34.746654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:34.746687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:34.866600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:34.866753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:34.866793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:34.866823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:34.870212] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-10T20:25:34.870498] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-10T20:25:34.870644] [INFO ] [sig       ] HBB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:35.018745] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HBB.txt
[2025-12-10T20:25:35.018901] [INFO ] [sig       ] [1517/3612] Completed HBB in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:35.018940] [INFO ] [sig       ] [1518/3612] Forecasting HBCP...
[2025-12-10T20:25:35.018969] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-10T20:25:35.018997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-10T20:25:35.030059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-10T20:25:35.030600] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-10T20:25:35.031585] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-10T20:25:35.031637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:35.031667] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:35.031692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:35.031746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:35.088362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:35.089088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:35.089166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:35.089197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:35.210115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:35.210272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:35.210309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:35.210335] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:35.213596] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-12-10T20:25:35.213859] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-10T20:25:35.213976] [INFO ] [sig       ] HBCP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:35.354839] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HBCP.txt
[2025-12-10T20:25:35.354978] [INFO ] [sig       ] [1518/3612] Completed HBCP in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:35.355016] [INFO ] [sig       ] [1519/3612] Forecasting HBM...
[2025-12-10T20:25:35.355045] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-10T20:25:35.355075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-10T20:25:35.366476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-10T20:25:35.366782] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-10T20:25:35.367519] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-10T20:25:35.367588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:35.367621] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:35.367648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:35.367704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:35.423942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:35.424655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:35.424761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:35.424793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:35.545041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:35.545196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:35.545236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:35.545263] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:35.548723] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-10T20:25:35.548985] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-10T20:25:35.549105] [INFO ] [sig       ] HBM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:35.689416] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HBM.txt
[2025-12-10T20:25:35.689546] [INFO ] [sig       ] [1519/3612] Completed HBM in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:35.689601] [INFO ] [sig       ] [1520/3612] Forecasting HBNC...
[2025-12-10T20:25:35.689631] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-10T20:25:35.689660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-10T20:25:35.701171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-10T20:25:35.701470] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-10T20:25:35.702230] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-10T20:25:35.702279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:35.702309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:35.702335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:35.702389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:35.761367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:35.762227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:35.762310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:35.762342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:35.881077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:35.881225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:35.881265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:35.881291] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:35.884720] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-10T20:25:35.885001] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-10T20:25:35.885130] [INFO ] [sig       ] HBNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:36.036298] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HBNC.txt
[2025-12-10T20:25:36.036464] [INFO ] [sig       ] [1520/3612] Completed HBNC in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.2m
[2025-12-10T20:25:36.036517] [INFO ] [sig       ] [1521/3612] Forecasting HCA...
[2025-12-10T20:25:36.036549] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-10T20:25:36.036595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-10T20:25:36.049444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-10T20:25:36.049849] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-10T20:25:36.050651] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-10T20:25:36.050701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:36.050732] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:36.050758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:36.050812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:36.108097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:36.108994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:36.109077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:36.109108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:36.232809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:36.232965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:36.233005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:36.233033] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:36.236477] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-12-10T20:25:36.236779] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-10T20:25:36.236907] [INFO ] [sig       ] HCA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:36.380352] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HCA.txt
[2025-12-10T20:25:36.380503] [INFO ] [sig       ] [1521/3612] Completed HCA in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.1m
[2025-12-10T20:25:36.380541] [INFO ] [sig       ] [1522/3612] Forecasting HCC...
[2025-12-10T20:25:36.380589] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-10T20:25:36.380620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-10T20:25:36.392443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-10T20:25:36.392835] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-10T20:25:36.393635] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-10T20:25:36.393685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:36.393717] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:36.393743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:36.393799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:36.453439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:36.454309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:36.454392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:36.454424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:36.580635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:36.580783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:36.580820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:36.580848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:36.584108] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-10T20:25:36.584376] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-10T20:25:36.584511] [INFO ] [sig       ] HCC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:36.723236] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HCC.txt
[2025-12-10T20:25:36.723602] [INFO ] [sig       ] [1522/3612] Completed HCC in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.1m
[2025-12-10T20:25:36.723655] [INFO ] [sig       ] [1523/3612] Forecasting HCI...
[2025-12-10T20:25:36.723696] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-10T20:25:36.723737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-10T20:25:36.735462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-10T20:25:36.735776] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-10T20:25:36.736542] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-10T20:25:36.736608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:36.736642] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:36.736670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:36.736731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:36.798913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:36.799662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:36.799738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:36.799768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:36.915207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:36.915351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:36.915388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:36.915415] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:36.918731] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-10T20:25:36.919027] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-10T20:25:36.919148] [INFO ] [sig       ] HCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:37.057594] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HCI.txt
[2025-12-10T20:25:37.057758] [INFO ] [sig       ] [1523/3612] Completed HCI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 12.1m
[2025-12-10T20:25:37.057800] [INFO ] [sig       ] [1524/3612] Forecasting HCM...
[2025-12-10T20:25:37.057830] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-10T20:25:37.057858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-10T20:25:37.069339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-10T20:25:37.069657] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-10T20:25:37.070436] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-10T20:25:37.070488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:37.070519] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:37.070546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:37.070630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:37.128730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:37.129599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:37.129680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:37.129712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:37.254460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:37.254623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:37.254682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:37.254712] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:37.258339] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-10T20:25:37.258631] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-10T20:25:37.258754] [INFO ] [sig       ] HCM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:37.403582] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HCM.txt
[2025-12-10T20:25:37.403736] [INFO ] [sig       ] [1524/3612] Completed HCM in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:37.403774] [INFO ] [sig       ] [1525/3612] Forecasting HCSG...
[2025-12-10T20:25:37.403803] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-10T20:25:37.403832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-10T20:25:37.418100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-10T20:25:37.418810] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-10T20:25:37.419819] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-10T20:25:37.419870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:37.419901] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:37.419927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:37.419981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:37.477470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:37.478412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:37.478493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:37.478523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:37.604284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:37.604490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:37.604530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:37.604559] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:37.608333] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-10T20:25:37.608738] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-10T20:25:37.608878] [INFO ] [sig       ] HCSG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:37.758159] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HCSG.txt
[2025-12-10T20:25:37.758308] [INFO ] [sig       ] [1525/3612] Completed HCSG in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:37.758346] [INFO ] [sig       ] [1526/3612] Forecasting HCTI...
[2025-12-10T20:25:37.758374] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-10T20:25:37.758401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-10T20:25:37.771543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-10T20:25:37.771969] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-10T20:25:37.772905] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-10T20:25:37.772966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:37.773038] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:37.773073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:37.773147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:37.835464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:37.836372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:37.836473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:37.836506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:37.955752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:37.955907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:37.955945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:37.955972] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:37.960113] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-10T20:25:37.960609] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-10T20:25:37.960737] [INFO ] [sig       ] HCTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:38.103990] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HCTI.txt
[2025-12-10T20:25:38.104134] [INFO ] [sig       ] [1526/3612] Completed HCTI in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:38.104173] [INFO ] [sig       ] [1527/3612] Forecasting HD...
[2025-12-10T20:25:38.104201] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-10T20:25:38.104229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-10T20:25:38.115718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-10T20:25:38.115990] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-10T20:25:38.116757] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-10T20:25:38.116807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:38.116837] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:38.116862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:38.116916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:38.177506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:38.178309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:38.178386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:38.178418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:38.297314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:38.297467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:38.297505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:38.297534] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:38.300993] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=43.09%)
[2025-12-10T20:25:38.301262] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-10T20:25:38.301569] [INFO ] [sig       ] HD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:38.453180] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HD.txt
[2025-12-10T20:25:38.453337] [INFO ] [sig       ] [1527/3612] Completed HD in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:38.453378] [INFO ] [sig       ] [1528/3612] Forecasting HDB...
[2025-12-10T20:25:38.453406] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-10T20:25:38.453435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-10T20:25:38.465448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-10T20:25:38.465843] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-10T20:25:38.466637] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-10T20:25:38.466687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:38.466745] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:38.466773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:38.466828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:38.525520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:38.526412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:38.526508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:38.526541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:38.657280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:38.657429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:38.657466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:38.657493] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:38.660895] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-12-10T20:25:38.661185] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-10T20:25:38.661316] [INFO ] [sig       ] HDB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:38.814138] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HDB.txt
[2025-12-10T20:25:38.814291] [INFO ] [sig       ] [1528/3612] Completed HDB in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:38.814332] [INFO ] [sig       ] [1529/3612] Forecasting HDSN...
[2025-12-10T20:25:38.814361] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-10T20:25:38.814391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-10T20:25:38.825825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-10T20:25:38.826128] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-10T20:25:38.826905] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-10T20:25:38.826956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:38.826986] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:38.827012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:38.827066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:38.888677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:38.889759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:38.889848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:38.889882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:39.014904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:39.015054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:39.015093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:39.015122] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:39.018737] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-10T20:25:39.019010] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-10T20:25:39.019132] [INFO ] [sig       ] HDSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:39.173139] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HDSN.txt
[2025-12-10T20:25:39.173295] [INFO ] [sig       ] [1529/3612] Completed HDSN in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:39.173336] [INFO ] [sig       ] [1530/3612] Forecasting HE...
[2025-12-10T20:25:39.173364] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-10T20:25:39.173393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-10T20:25:39.185485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-10T20:25:39.186103] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-10T20:25:39.186900] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-10T20:25:39.186950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:39.186981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:39.187007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:39.187062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:39.252199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:39.253285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:39.253379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:39.253413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:39.378358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:39.378511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:39.378551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:39.378599] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:39.382230] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2025-12-10T20:25:39.382516] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-10T20:25:39.382661] [INFO ] [sig       ] HE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:39.529427] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HE.txt
[2025-12-10T20:25:39.529604] [INFO ] [sig       ] [1530/3612] Completed HE in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:39.529645] [INFO ] [sig       ] [1531/3612] Forecasting HEI...
[2025-12-10T20:25:39.529677] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-10T20:25:39.529706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-10T20:25:39.541911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-10T20:25:39.542290] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-10T20:25:39.543158] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-10T20:25:39.543209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:39.543240] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:39.543267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:39.543504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:39.604933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:39.605814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:39.605906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:39.605939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:39.734489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:39.734665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:39.734705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:39.734732] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:39.738188] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-10T20:25:39.738482] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-10T20:25:39.738625] [INFO ] [sig       ] HEI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:39.881184] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HEI.txt
[2025-12-10T20:25:39.881340] [INFO ] [sig       ] [1531/3612] Completed HEI in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:39.881379] [INFO ] [sig       ] [1532/3612] Forecasting HELE...
[2025-12-10T20:25:39.881408] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-10T20:25:39.881444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-10T20:25:39.892890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-10T20:25:39.893253] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-10T20:25:39.894040] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-10T20:25:39.894092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:39.894122] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:39.894147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:39.894201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:39.952750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:39.953609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:39.953691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:39.953724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:40.078426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:40.078620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:40.078663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:40.078691] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:40.082174] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-12-10T20:25:40.082485] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-10T20:25:40.082630] [INFO ] [sig       ] HELE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:40.220300] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HELE.txt
[2025-12-10T20:25:40.220453] [INFO ] [sig       ] [1532/3612] Completed HELE in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:40.220493] [INFO ] [sig       ] [1533/3612] Forecasting HEPS...
[2025-12-10T20:25:40.220522] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-10T20:25:40.220550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-10T20:25:40.232202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-10T20:25:40.232548] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-10T20:25:40.233312] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-10T20:25:40.233362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:40.233393] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:40.233419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:40.233474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:40.290787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:40.291613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:40.291696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:40.291729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:40.424811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:40.424964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:40.425002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:40.425030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:40.428462] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-10T20:25:40.428770] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-10T20:25:40.428901] [INFO ] [sig       ] HEPS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:40.570083] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HEPS.txt
[2025-12-10T20:25:40.570211] [INFO ] [sig       ] [1533/3612] Completed HEPS in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:40.570249] [INFO ] [sig       ] [1534/3612] Forecasting HEQ...
[2025-12-10T20:25:40.570277] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-10T20:25:40.570306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-10T20:25:40.582556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-10T20:25:40.582976] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-10T20:25:40.583769] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-10T20:25:40.583819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:40.583850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:40.583875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:40.583942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:40.647188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:40.648113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:40.648198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:40.648230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:40.769030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:40.769178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:40.769216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:40.769245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:40.773217] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-10T20:25:40.773489] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-10T20:25:40.773630] [INFO ] [sig       ] HEQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:40.929279] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HEQ.txt
[2025-12-10T20:25:40.929616] [INFO ] [sig       ] [1534/3612] Completed HEQ in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:40.929656] [INFO ] [sig       ] [1535/3612] Forecasting HERO...
[2025-12-10T20:25:40.929685] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-10T20:25:40.929714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-10T20:25:40.941657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-10T20:25:40.941997] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-10T20:25:40.942770] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-10T20:25:40.942819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:40.942849] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:40.942875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:40.942929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:41.001600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:41.002444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:41.002525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:41.002556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:41.123768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:41.123924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:41.123963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:41.124032] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:41.127796] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-10T20:25:41.128096] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-10T20:25:41.128224] [INFO ] [sig       ] HERO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:41.271349] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HERO.txt
[2025-12-10T20:25:41.271488] [INFO ] [sig       ] [1535/3612] Completed HERO in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:41.271527] [INFO ] [sig       ] [1536/3612] Forecasting HESM...
[2025-12-10T20:25:41.271554] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-10T20:25:41.271600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-10T20:25:41.283767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-10T20:25:41.284162] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-10T20:25:41.284957] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-10T20:25:41.285007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:41.285036] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:41.285062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:41.285117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:41.345196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:41.346068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:41.346188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:41.346219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:41.474396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:41.474552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:41.474607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:41.474635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:41.477937] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-10T20:25:41.478240] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-10T20:25:41.478374] [INFO ] [sig       ] HESM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:41.622753] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HESM.txt
[2025-12-10T20:25:41.622912] [INFO ] [sig       ] [1536/3612] Completed HESM in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:41.622952] [INFO ] [sig       ] [1537/3612] Forecasting HFFG...
[2025-12-10T20:25:41.622980] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-10T20:25:41.623008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-10T20:25:41.634985] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HFFG'.
[2025-12-10T20:25:41.635368] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-10T20:25:41.636162] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-10T20:25:41.636219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:41.636256] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:41.636287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:41.636353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:41.695938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:41.696814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:41.696907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:41.696939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:41.819182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:41.819339] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:25:41.819378] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:41.819406] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:41.822809] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=75.38%)
[2025-12-10T20:25:41.823108] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-10T20:25:41.823253] [INFO ] [sig       ] HFFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-10T20:25:41.969807] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HFFG.txt
[2025-12-10T20:25:41.969995] [INFO ] [sig       ] [1537/3612] Completed HFFG in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.1m
[2025-12-10T20:25:41.970042] [INFO ] [sig       ] [1538/3612] Forecasting HFRO...
[2025-12-10T20:25:41.970095] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-10T20:25:41.970128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-10T20:25:41.983055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-10T20:25:41.983374] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-10T20:25:41.984159] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-10T20:25:41.984209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:41.984239] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:41.984267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:41.984325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:42.041588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:42.042223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:42.042313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:42.042351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:42.162960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:42.163106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:42.163144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:42.163171] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:42.166428] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-10T20:25:42.166708] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-10T20:25:42.166829] [INFO ] [sig       ] HFRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:42.308226] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HFRO.txt
[2025-12-10T20:25:42.308362] [INFO ] [sig       ] [1538/3612] Completed HFRO in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.0m
[2025-12-10T20:25:42.308401] [INFO ] [sig       ] [1539/3612] Forecasting HFWA...
[2025-12-10T20:25:42.308429] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-10T20:25:42.308678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-10T20:25:42.320792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-10T20:25:42.321075] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-10T20:25:42.321832] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-10T20:25:42.321882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:42.321913] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:42.321939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:42.322005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:42.380093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:42.380876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:42.380954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:42.380985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:42.503440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:42.503607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:42.503646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:42.503675] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:42.506932] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-10T20:25:42.507193] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-10T20:25:42.507313] [INFO ] [sig       ] HFWA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:42.650428] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HFWA.txt
[2025-12-10T20:25:42.650800] [INFO ] [sig       ] [1539/3612] Completed HFWA in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.0m
[2025-12-10T20:25:42.650841] [INFO ] [sig       ] [1540/3612] Forecasting HG...
[2025-12-10T20:25:42.650869] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-10T20:25:42.650898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-10T20:25:42.662230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-10T20:25:42.662777] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-10T20:25:42.663548] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-10T20:25:42.663774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:42.663806] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:42.663831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:42.663889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:42.720927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:42.721655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:42.721733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:42.721764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:42.843496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:42.843858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:42.843897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:42.843924] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:42.847812] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-10T20:25:42.848103] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-10T20:25:42.848231] [INFO ] [sig       ] HG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:42.990332] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HG.txt
[2025-12-10T20:25:42.990692] [INFO ] [sig       ] [1540/3612] Completed HG in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 12.0m
[2025-12-10T20:25:42.990732] [INFO ] [sig       ] [1541/3612] Forecasting HGBL...
[2025-12-10T20:25:42.990760] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-10T20:25:42.990788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-10T20:25:43.002552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-10T20:25:43.002886] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-10T20:25:43.003644] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-10T20:25:43.003706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:43.003736] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:43.003762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:43.003816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:43.062826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:43.063592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:43.063669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:43.063700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:43.179817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:43.179987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:43.180036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:43.180074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:43.184055] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-10T20:25:43.184332] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-10T20:25:43.184669] [INFO ] [sig       ] HGBL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:43.325294] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HGBL.txt
[2025-12-10T20:25:43.325428] [INFO ] [sig       ] [1541/3612] Completed HGBL in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:43.325675] [INFO ] [sig       ] [1542/3612] Forecasting HGLB...
[2025-12-10T20:25:43.325707] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-10T20:25:43.325734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-10T20:25:43.337102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-10T20:25:43.337391] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-10T20:25:43.338236] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-10T20:25:43.338288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:43.338319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:43.338345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:43.338399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:43.398415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:43.399142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:43.399222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:43.399254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:43.523370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:43.523522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:43.523559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:43.523605] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:43.527400] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-12-10T20:25:43.527687] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-10T20:25:43.527824] [INFO ] [sig       ] HGLB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:43.673038] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HGLB.txt
[2025-12-10T20:25:43.673180] [INFO ] [sig       ] [1542/3612] Completed HGLB in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:43.673219] [INFO ] [sig       ] [1543/3612] Forecasting HGTY...
[2025-12-10T20:25:43.673247] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-10T20:25:43.673275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-10T20:25:43.686376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-10T20:25:43.686690] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-10T20:25:43.687424] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-10T20:25:43.687473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:43.687530] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:43.687556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:43.687630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:43.746325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:43.747270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:43.747353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:43.747383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:43.873054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:43.873210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:43.873249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:43.873276] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:43.877029] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=20.77%)
[2025-12-10T20:25:43.877351] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-10T20:25:43.877698] [INFO ] [sig       ] HGTY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:44.023481] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HGTY.txt
[2025-12-10T20:25:44.023658] [INFO ] [sig       ] [1543/3612] Completed HGTY in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:44.023704] [INFO ] [sig       ] [1544/3612] Forecasting HHH...
[2025-12-10T20:25:44.023733] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-10T20:25:44.023764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-10T20:25:44.035778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-10T20:25:44.036151] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-10T20:25:44.036954] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-10T20:25:44.037005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:44.037035] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:44.037061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:44.037116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:44.097956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:44.099017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:44.099100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:44.099131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:44.223171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:44.223330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:44.223369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:44.223398] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:44.226811] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-12-10T20:25:44.227095] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-10T20:25:44.227220] [INFO ] [sig       ] HHH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:44.368527] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HHH.txt
[2025-12-10T20:25:44.368693] [INFO ] [sig       ] [1544/3612] Completed HHH in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:44.368734] [INFO ] [sig       ] [1545/3612] Forecasting HI...
[2025-12-10T20:25:44.368762] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-10T20:25:44.368790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-10T20:25:44.380551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-10T20:25:44.380870] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-10T20:25:44.381638] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-10T20:25:44.381687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:44.381717] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:44.381743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:44.381796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:44.438932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:44.439637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:44.439719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:44.439751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:44.562767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:44.562932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:44.562974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:44.563002] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:44.566267] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-10T20:25:44.566549] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-10T20:25:44.566691] [INFO ] [sig       ] HI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:44.707977] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HI.txt
[2025-12-10T20:25:44.708101] [INFO ] [sig       ] [1545/3612] Completed HI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:44.708139] [INFO ] [sig       ] [1546/3612] Forecasting HIFS...
[2025-12-10T20:25:44.708167] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-10T20:25:44.708196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-10T20:25:44.719463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-10T20:25:44.720000] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-10T20:25:44.720821] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-10T20:25:44.720874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:44.720906] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:44.720933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:44.720990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:44.779375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:44.780279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:44.780355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:44.780386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:44.893537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:44.893701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:44.893741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:44.893802] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:44.897216] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-12-10T20:25:44.897563] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-10T20:25:44.897743] [INFO ] [sig       ] HIFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:45.043530] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HIFS.txt
[2025-12-10T20:25:45.043676] [INFO ] [sig       ] [1546/3612] Completed HIFS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:45.043715] [INFO ] [sig       ] [1547/3612] Forecasting HIG...
[2025-12-10T20:25:45.043744] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-10T20:25:45.043773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-10T20:25:45.056344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-10T20:25:45.056668] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-10T20:25:45.057412] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-10T20:25:45.057462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:45.057493] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:45.057519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:45.057591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:45.116854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:45.117692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:45.117788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:45.117820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:45.239648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:45.239806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:45.239845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:45.239872] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:45.243826] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=75.81%)
[2025-12-10T20:25:45.244092] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-10T20:25:45.244212] [INFO ] [sig       ] HIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:45.387263] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HIG.txt
[2025-12-10T20:25:45.387395] [INFO ] [sig       ] [1547/3612] Completed HIG in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:45.387435] [INFO ] [sig       ] [1548/3612] Forecasting HII...
[2025-12-10T20:25:45.387676] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-10T20:25:45.387706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-10T20:25:45.400252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-10T20:25:45.400532] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-10T20:25:45.401288] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-10T20:25:45.401338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:45.401369] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:45.401394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:45.401448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:45.460242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:45.460896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:45.460970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:45.461000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:45.586406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:45.586551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:45.586621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:45.586652] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:45.589930] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-10T20:25:45.590194] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-10T20:25:45.590310] [INFO ] [sig       ] HII: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:45.732901] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HII.txt
[2025-12-10T20:25:45.733025] [INFO ] [sig       ] [1548/3612] Completed HII in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:45.733062] [INFO ] [sig       ] [1549/3612] Forecasting HIMS...
[2025-12-10T20:25:45.733090] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-10T20:25:45.733119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-10T20:25:45.745075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-10T20:25:45.745351] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-10T20:25:45.746118] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-10T20:25:45.746168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:45.746198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:45.746223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:45.746278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:45.804980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:45.805687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:45.805766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:45.805797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:45.926675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:45.926817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:45.926855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:45.926881] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:45.930149] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-10T20:25:45.930416] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-10T20:25:45.930536] [INFO ] [sig       ] HIMS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:46.075951] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HIMS.txt
[2025-12-10T20:25:46.076105] [INFO ] [sig       ] [1549/3612] Completed HIMS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:46.076144] [INFO ] [sig       ] [1550/3612] Forecasting HIMX...
[2025-12-10T20:25:46.076171] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-10T20:25:46.076200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-10T20:25:46.087480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-10T20:25:46.087862] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-10T20:25:46.088662] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-10T20:25:46.088715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:46.088747] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:46.088773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:46.088828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:46.147292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:46.148150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:46.148235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:46.148266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:46.269640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:46.269784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:46.269821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:46.269848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:46.273090] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-10T20:25:46.273358] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-10T20:25:46.273476] [INFO ] [sig       ] HIMX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:46.412521] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HIMX.txt
[2025-12-10T20:25:46.412667] [INFO ] [sig       ] [1550/3612] Completed HIMX in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:46.412706] [INFO ] [sig       ] [1551/3612] Forecasting HIO...
[2025-12-10T20:25:46.412734] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-10T20:25:46.412763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-10T20:25:46.424436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-10T20:25:46.424765] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-10T20:25:46.425529] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-10T20:25:46.425599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:46.425631] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:46.425656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:46.425709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:46.483329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:46.484132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:46.484211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:46.484242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:46.604878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:46.605026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:46.605064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:46.605091] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:46.608794] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2025-12-10T20:25:46.609064] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-10T20:25:46.609181] [INFO ] [sig       ] HIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:46.750467] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HIO.txt
[2025-12-10T20:25:46.750803] [INFO ] [sig       ] [1551/3612] Completed HIO in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:46.750842] [INFO ] [sig       ] [1552/3612] Forecasting HIPO...
[2025-12-10T20:25:46.750870] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-10T20:25:46.750897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-10T20:25:46.763742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-10T20:25:46.764162] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-10T20:25:46.764990] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-10T20:25:46.765040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:46.765084] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:46.765111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:46.765166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:46.824049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:46.824962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:46.825051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:46.825084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:46.954289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:46.954437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:46.954476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:46.954718] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:46.958409] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-12-10T20:25:46.958698] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-10T20:25:46.958819] [INFO ] [sig       ] HIPO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:47.101544] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HIPO.txt
[2025-12-10T20:25:47.101907] [INFO ] [sig       ] [1552/3612] Completed HIPO in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:47.101948] [INFO ] [sig       ] [1553/3612] Forecasting HITI...
[2025-12-10T20:25:47.101976] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-10T20:25:47.102004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-10T20:25:47.113430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-10T20:25:47.113783] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-10T20:25:47.114611] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-10T20:25:47.114663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:47.114694] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:47.114721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:47.114777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:47.171957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:47.172692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:47.172797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:47.172829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:47.299886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:47.300043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:47.300083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:47.300112] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:47.303547] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-10T20:25:47.303869] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-10T20:25:47.304001] [INFO ] [sig       ] HITI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:47.452248] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HITI.txt
[2025-12-10T20:25:47.452430] [INFO ] [sig       ] [1553/3612] Completed HITI in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:47.452481] [INFO ] [sig       ] [1554/3612] Forecasting HIVE...
[2025-12-10T20:25:47.452520] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-10T20:25:47.452558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-10T20:25:47.465043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-10T20:25:47.465411] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-10T20:25:47.466217] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-10T20:25:47.466269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:47.466300] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:47.466327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:47.466383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:47.525800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:47.526807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:47.526887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:47.526918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:47.646887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:47.647037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:47.647075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:47.647102] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:47.650375] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-10T20:25:47.650664] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-10T20:25:47.650788] [INFO ] [sig       ] HIVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:47.790813] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HIVE.txt
[2025-12-10T20:25:47.790960] [INFO ] [sig       ] [1554/3612] Completed HIVE in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 12.0m
[2025-12-10T20:25:47.790998] [INFO ] [sig       ] [1555/3612] Forecasting HIX...
[2025-12-10T20:25:47.791026] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-10T20:25:47.791056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-10T20:25:47.804457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-10T20:25:47.804885] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-10T20:25:47.805737] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-10T20:25:47.805794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:47.805827] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:47.805853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:47.805909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:47.867258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:47.868205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:47.868294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:47.868326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:47.991664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:47.991813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:47.991852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:47.991879] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:47.995501] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-12-10T20:25:47.995781] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-10T20:25:47.995900] [INFO ] [sig       ] HIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:48.134617] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HIX.txt
[2025-12-10T20:25:48.134752] [INFO ] [sig       ] [1555/3612] Completed HIX in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.9m
[2025-12-10T20:25:48.134819] [INFO ] [sig       ] [1556/3612] Forecasting HL...
[2025-12-10T20:25:48.134849] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-10T20:25:48.134879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-10T20:25:48.146844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-10T20:25:48.147184] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-10T20:25:48.148271] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-10T20:25:48.148325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:48.148358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:48.148385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:48.148443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:48.212543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:48.213471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:48.213555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:48.213607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:48.340243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:48.340392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:48.340430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:48.340458] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:48.344209] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-10T20:25:48.344484] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-10T20:25:48.344797] [INFO ] [sig       ] HL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:48.495911] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HL.txt
[2025-12-10T20:25:48.496088] [INFO ] [sig       ] [1556/3612] Completed HL in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.9m
[2025-12-10T20:25:48.496128] [INFO ] [sig       ] [1557/3612] Forecasting HLAL...
[2025-12-10T20:25:48.496156] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-10T20:25:48.496185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-10T20:25:48.508379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-10T20:25:48.508778] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-10T20:25:48.509598] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-10T20:25:48.509650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:48.509683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:48.509709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:48.509786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:48.569081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:48.569970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:48.570053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:48.570084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:48.691004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:48.691163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:48.691202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:48.691229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:48.694730] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-10T20:25:48.695019] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-10T20:25:48.695148] [INFO ] [sig       ] HLAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:48.839257] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLAL.txt
[2025-12-10T20:25:48.839392] [INFO ] [sig       ] [1557/3612] Completed HLAL in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.9m
[2025-12-10T20:25:48.839430] [INFO ] [sig       ] [1558/3612] Forecasting HLF...
[2025-12-10T20:25:48.839459] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-10T20:25:48.839488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-10T20:25:48.850950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-10T20:25:48.851276] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-10T20:25:48.852087] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-10T20:25:48.852138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:48.852169] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:48.852195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:48.852249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:48.914972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:48.915861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:48.915945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:48.915978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:49.041645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:49.041797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:49.041839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:49.041866] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:49.045308] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-10T20:25:49.045617] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-10T20:25:49.045751] [INFO ] [sig       ] HLF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:49.186526] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLF.txt
[2025-12-10T20:25:49.186678] [INFO ] [sig       ] [1558/3612] Completed HLF in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:49.186717] [INFO ] [sig       ] [1559/3612] Forecasting HLI...
[2025-12-10T20:25:49.186746] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-10T20:25:49.186776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-10T20:25:49.198438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-10T20:25:49.198746] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-10T20:25:49.199500] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-10T20:25:49.199550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:49.199600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:49.199628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:49.199683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:49.256072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:49.256686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:49.256761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:49.256792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:49.372333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:49.372476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:49.372514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:49.372596] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:49.375890] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-10T20:25:49.376157] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-10T20:25:49.376281] [INFO ] [sig       ] HLI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:49.521452] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HLI.txt
[2025-12-10T20:25:49.521776] [INFO ] [sig       ] [1559/3612] Completed HLI in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:49.521816] [INFO ] [sig       ] [1560/3612] Forecasting HLIO...
[2025-12-10T20:25:49.521845] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-10T20:25:49.521873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-10T20:25:49.533598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-10T20:25:49.534043] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-10T20:25:49.534809] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-10T20:25:49.534858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:49.534915] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:49.534942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:49.534998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:49.592795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:49.593380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:49.593456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:49.593488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:49.717152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:49.717293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:49.717333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:49.717360] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:49.720827] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=21.43%)
[2025-12-10T20:25:49.721100] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-10T20:25:49.721217] [INFO ] [sig       ] HLIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:49.864296] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLIO.txt
[2025-12-10T20:25:49.864413] [INFO ] [sig       ] [1560/3612] Completed HLIO in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:49.864453] [INFO ] [sig       ] [1561/3612] Forecasting HLLY...
[2025-12-10T20:25:49.864483] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-10T20:25:49.864510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-10T20:25:49.877180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-10T20:25:49.877512] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-10T20:25:49.878481] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-10T20:25:49.878533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:49.878563] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:49.878837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:49.878898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:49.937874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:49.938752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:49.938836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:49.938886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:50.063211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:50.063359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:50.063400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:50.063427] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:50.067252] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-10T20:25:50.067527] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-10T20:25:50.067668] [INFO ] [sig       ] HLLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:50.213008] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HLLY.txt
[2025-12-10T20:25:50.213137] [INFO ] [sig       ] [1561/3612] Completed HLLY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:50.213174] [INFO ] [sig       ] [1562/3612] Forecasting HLMN...
[2025-12-10T20:25:50.213202] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-10T20:25:50.213230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-10T20:25:50.226555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-10T20:25:50.226878] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-10T20:25:50.227655] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-10T20:25:50.227707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:50.227775] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:50.227803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:50.227859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:50.287997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:50.288739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:50.288818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:50.288850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:50.411885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:50.412035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:50.412073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:50.412100] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:50.415949] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-10T20:25:50.416211] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-10T20:25:50.416332] [INFO ] [sig       ] HLMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:50.555314] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLMN.txt
[2025-12-10T20:25:50.555463] [INFO ] [sig       ] [1562/3612] Completed HLMN in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:50.555504] [INFO ] [sig       ] [1563/3612] Forecasting HLN...
[2025-12-10T20:25:50.555533] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-10T20:25:50.555565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-10T20:25:50.566476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-10T20:25:50.566798] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-10T20:25:50.567539] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-10T20:25:50.567608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:50.567642] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:50.567681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:50.567759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:50.623809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:50.624565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:50.624662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:50.624693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:50.742030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:50.742185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:50.742222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:50.742284] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:50.745596] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-10T20:25:50.745863] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-10T20:25:50.745984] [INFO ] [sig       ] HLN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:50.888223] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLN.txt
[2025-12-10T20:25:50.888360] [INFO ] [sig       ] [1563/3612] Completed HLN in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:50.888398] [INFO ] [sig       ] [1564/3612] Forecasting HLNE...
[2025-12-10T20:25:50.888426] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-10T20:25:50.888456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-10T20:25:50.900745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-10T20:25:50.901034] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-10T20:25:50.902006] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-10T20:25:50.902055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:50.902085] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:50.902109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:50.902163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:50.959017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:50.959707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:50.959807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:50.959839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:51.076653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:51.076798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:51.076835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:51.076862] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:51.080503] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-10T20:25:51.080787] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-10T20:25:51.080911] [INFO ] [sig       ] HLNE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:51.221417] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLNE.txt
[2025-12-10T20:25:51.221567] [INFO ] [sig       ] [1564/3612] Completed HLNE in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:51.221625] [INFO ] [sig       ] [1565/3612] Forecasting HLX...
[2025-12-10T20:25:51.221654] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-10T20:25:51.221682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-10T20:25:51.232480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-10T20:25:51.232809] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-10T20:25:51.233593] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-10T20:25:51.233644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:51.233674] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:51.233699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:51.233755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:51.290978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:51.291736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:51.291816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:51.291849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:51.409722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:51.409869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:51.409908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:51.409937] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:51.413366] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-10T20:25:51.413651] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-10T20:25:51.413773] [INFO ] [sig       ] HLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:51.558705] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HLX.txt
[2025-12-10T20:25:51.558854] [INFO ] [sig       ] [1565/3612] Completed HLX in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:51.558892] [INFO ] [sig       ] [1566/3612] Forecasting HMC...
[2025-12-10T20:25:51.558920] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-10T20:25:51.558950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-10T20:25:51.570264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-10T20:25:51.570619] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-10T20:25:51.571374] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-10T20:25:51.571425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:51.571455] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:51.571481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:51.571535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:51.627426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:51.628278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:51.628359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:51.628390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:51.751872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:51.752025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:51.752076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:51.752110] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:51.755359] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-10T20:25:51.755641] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-10T20:25:51.755761] [INFO ] [sig       ] HMC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:51.895661] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HMC.txt
[2025-12-10T20:25:51.895872] [INFO ] [sig       ] [1566/3612] Completed HMC in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:51.895914] [INFO ] [sig       ] [1567/3612] Forecasting HMN...
[2025-12-10T20:25:51.895945] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-10T20:25:51.895983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-10T20:25:51.907612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-10T20:25:51.907960] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-10T20:25:51.908790] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-10T20:25:51.908841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:51.908872] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:51.908898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:51.908953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:51.967887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:51.968768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:51.968851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:51.968883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:52.085189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:52.085333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:52.085371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:52.085397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:52.088718] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-12-10T20:25:52.088991] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-10T20:25:52.089116] [INFO ] [sig       ] HMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:52.230113] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HMN.txt
[2025-12-10T20:25:52.230257] [INFO ] [sig       ] [1567/3612] Completed HMN in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:52.230301] [INFO ] [sig       ] [1568/3612] Forecasting HMY...
[2025-12-10T20:25:52.230331] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-10T20:25:52.230360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-10T20:25:52.242095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-10T20:25:52.242403] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-10T20:25:52.243191] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-10T20:25:52.243242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:52.243272] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:52.243298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:52.243352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:52.300485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:52.301342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:52.301420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:52.301451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:52.422227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:52.422376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:52.422414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:52.422441] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:52.425744] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=74.67%)
[2025-12-10T20:25:52.426012] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-10T20:25:52.426130] [INFO ] [sig       ] HMY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:52.564500] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HMY.txt
[2025-12-10T20:25:52.564647] [INFO ] [sig       ] [1568/3612] Completed HMY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:52.564688] [INFO ] [sig       ] [1569/3612] Forecasting HNDL...
[2025-12-10T20:25:52.564716] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-10T20:25:52.564744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-10T20:25:52.576163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-10T20:25:52.576467] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-10T20:25:52.577235] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-10T20:25:52.577285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:52.577315] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:52.577340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:52.577394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:52.634929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:52.635836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:52.635918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:52.635950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:52.755777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:52.755936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:52.755974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:52.756001] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:52.759358] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-10T20:25:52.759654] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-10T20:25:52.759777] [INFO ] [sig       ] HNDL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:52.905498] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HNDL.txt
[2025-12-10T20:25:52.905675] [INFO ] [sig       ] [1569/3612] Completed HNDL in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:52.905718] [INFO ] [sig       ] [1570/3612] Forecasting HNI...
[2025-12-10T20:25:52.905750] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-10T20:25:52.905780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-10T20:25:52.917923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-10T20:25:52.918254] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-10T20:25:52.919060] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-10T20:25:52.919115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:52.919147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:52.919174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:52.919235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:52.979920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:52.980837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:52.980975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:52.981014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:53.110068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:53.110225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:53.110283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:53.110314] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:53.113645] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-10T20:25:53.113921] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-10T20:25:53.114042] [INFO ] [sig       ] HNI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:53.318329] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HNI.txt
[2025-12-10T20:25:53.318476] [INFO ] [sig       ] [1570/3612] Completed HNI in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:53.318516] [INFO ] [sig       ] [1571/3612] Forecasting HNRG...
[2025-12-10T20:25:53.318547] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-10T20:25:53.318593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-10T20:25:53.331834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-10T20:25:53.332189] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-10T20:25:53.333055] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-10T20:25:53.333118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:53.333162] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:53.333200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:53.333281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:53.395506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:53.396521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:53.396623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:53.396668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:53.523861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:53.524012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:53.524049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:53.524078] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:53.527892] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=18.98%)
[2025-12-10T20:25:53.528166] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-10T20:25:53.528289] [INFO ] [sig       ] HNRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:53.676633] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HNRG.txt
[2025-12-10T20:25:53.676780] [INFO ] [sig       ] [1571/3612] Completed HNRG in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.9m
[2025-12-10T20:25:53.676818] [INFO ] [sig       ] [1572/3612] Forecasting HOG...
[2025-12-10T20:25:53.676847] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-10T20:25:53.676876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-10T20:25:53.689222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-10T20:25:53.689594] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-10T20:25:53.690344] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-10T20:25:53.690393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:53.690424] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:53.690449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:53.690504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:53.748848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:53.749672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:53.749752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:53.749784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:53.873294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:53.873461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:53.873501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:53.873528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:53.877036] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-10T20:25:53.877300] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-10T20:25:53.877423] [INFO ] [sig       ] HOG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:54.021845] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HOG.txt
[2025-12-10T20:25:54.021994] [INFO ] [sig       ] [1572/3612] Completed HOG in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.8m
[2025-12-10T20:25:54.022033] [INFO ] [sig       ] [1573/3612] Forecasting HOLO...
[2025-12-10T20:25:54.022062] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-10T20:25:54.022090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-10T20:25:54.034008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-10T20:25:54.034349] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-10T20:25:54.035111] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-10T20:25:54.035160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:54.035191] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:54.035216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:54.035271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:54.094891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:54.095802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:54.095881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:54.095912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:54.213918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:54.214066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:54.214104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:54.214132] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:54.217411] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-10T20:25:54.217736] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-10T20:25:54.217859] [INFO ] [sig       ] HOLO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:54.359423] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HOLO.txt
[2025-12-10T20:25:54.359665] [INFO ] [sig       ] [1573/3612] Completed HOLO in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.8m
[2025-12-10T20:25:54.359716] [INFO ] [sig       ] [1574/3612] Forecasting HOLX...
[2025-12-10T20:25:54.359748] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-10T20:25:54.359778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-10T20:25:54.371384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-10T20:25:54.371791] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-10T20:25:54.372593] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-10T20:25:54.372644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:54.372678] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:54.372704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:54.372760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:54.430359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:54.431226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:54.431306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:54.431338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:54.558436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:54.558609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:54.558651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:54.558679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:54.562104] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-10T20:25:54.562395] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-10T20:25:54.562557] [INFO ] [sig       ] HOLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:54.708839] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HOLX.txt
[2025-12-10T20:25:54.708988] [INFO ] [sig       ] [1574/3612] Completed HOLX in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.8m
[2025-12-10T20:25:54.709028] [INFO ] [sig       ] [1575/3612] Forecasting HOMB...
[2025-12-10T20:25:54.709056] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-10T20:25:54.709084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-10T20:25:54.722071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-10T20:25:54.722529] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-10T20:25:54.723433] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-10T20:25:54.723486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:54.723517] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:54.723546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:54.723624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:54.782921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:54.783830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:54.783915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:54.783948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:54.908492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:54.908667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:54.908708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:54.908737] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:54.912337] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-10T20:25:54.912641] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-10T20:25:54.912767] [INFO ] [sig       ] HOMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:55.087521] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HOMB.txt
[2025-12-10T20:25:55.087701] [INFO ] [sig       ] [1575/3612] Completed HOMB in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.8m
[2025-12-10T20:25:55.087769] [INFO ] [sig       ] [1576/3612] Forecasting HON...
[2025-12-10T20:25:55.087804] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-10T20:25:55.087838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-10T20:25:55.099493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-10T20:25:55.099848] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-10T20:25:55.100643] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-10T20:25:55.100705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:55.100738] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:55.100764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:55.100819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:55.158550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:55.159436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:55.159520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:55.159554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:55.298248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:55.298400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:55.298438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:55.298466] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:55.301785] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-10T20:25:55.302053] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-10T20:25:55.302174] [INFO ] [sig       ] HON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:55.445765] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HON.txt
[2025-12-10T20:25:55.445921] [INFO ] [sig       ] [1576/3612] Completed HON in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:55.445960] [INFO ] [sig       ] [1577/3612] Forecasting HOOD...
[2025-12-10T20:25:55.445988] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-10T20:25:55.446017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-10T20:25:55.458812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-10T20:25:55.459136] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-10T20:25:55.459908] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-10T20:25:55.459957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:55.460014] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:55.460041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:55.460097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:55.519592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:55.520444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:55.520528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:55.520567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:55.651185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:55.651348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:55.651395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:55.651425] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:55.656934] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-10T20:25:55.657363] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-10T20:25:55.657515] [INFO ] [sig       ] HOOD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:55.808184] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HOOD.txt
[2025-12-10T20:25:55.808361] [INFO ] [sig       ] [1577/3612] Completed HOOD in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:55.808406] [INFO ] [sig       ] [1578/3612] Forecasting HOPE...
[2025-12-10T20:25:55.808436] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-10T20:25:55.808465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-10T20:25:55.822161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-10T20:25:55.822566] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-10T20:25:55.823414] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-10T20:25:55.823476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:55.823512] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:55.823539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:55.823619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:55.882427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:55.883287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:55.883369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:55.883400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:55.997812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:55.997967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:55.998006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:55.998034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:56.001340] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-10T20:25:56.001654] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-10T20:25:56.001781] [INFO ] [sig       ] HOPE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:56.146764] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HOPE.txt
[2025-12-10T20:25:56.146906] [INFO ] [sig       ] [1578/3612] Completed HOPE in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:56.146944] [INFO ] [sig       ] [1579/3612] Forecasting HOTH...
[2025-12-10T20:25:56.146975] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-10T20:25:56.147003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-10T20:25:56.159671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-10T20:25:56.159972] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-10T20:25:56.160747] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-10T20:25:56.160796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:56.160828] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:56.160854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:56.161095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:56.220415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:56.221226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:56.221307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:56.221339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:56.350336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:56.350504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:56.350543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:56.350590] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:56.354190] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-10T20:25:56.354477] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-10T20:25:56.354628] [INFO ] [sig       ] HOTH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:56.499270] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HOTH.txt
[2025-12-10T20:25:56.499427] [INFO ] [sig       ] [1579/3612] Completed HOTH in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:56.499475] [INFO ] [sig       ] [1580/3612] Forecasting HOUS...
[2025-12-10T20:25:56.499513] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-10T20:25:56.499544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-10T20:25:56.511458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-10T20:25:56.511739] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-10T20:25:56.512478] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-10T20:25:56.512534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:56.512590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:56.512620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:56.512675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:56.571135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:56.571834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:56.572072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:56.572103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:56.693330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:56.693479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:56.693517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:56.693591] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:56.696872] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-10T20:25:56.697143] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-10T20:25:56.697261] [INFO ] [sig       ] HOUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:56.835693] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HOUS.txt
[2025-12-10T20:25:56.836013] [INFO ] [sig       ] [1580/3612] Completed HOUS in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:56.836051] [INFO ] [sig       ] [1581/3612] Forecasting HP...
[2025-12-10T20:25:56.836079] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-10T20:25:56.836108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-10T20:25:56.847629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-10T20:25:56.847954] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-10T20:25:56.848731] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-10T20:25:56.848780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:56.848811] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:56.848836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:56.849072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:56.906719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:56.907388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:56.907465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:56.907496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:57.026378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:57.026525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:57.026583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:57.026615] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:57.029972] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-10T20:25:57.030240] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-10T20:25:57.030388] [INFO ] [sig       ] HP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:57.168286] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HP.txt
[2025-12-10T20:25:57.168410] [INFO ] [sig       ] [1581/3612] Completed HP in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:57.168448] [INFO ] [sig       ] [1582/3612] Forecasting HPE...
[2025-12-10T20:25:57.168475] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-10T20:25:57.168503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-10T20:25:57.180097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-10T20:25:57.180401] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-10T20:25:57.181181] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-10T20:25:57.181230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:57.181260] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:57.181284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:57.181338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:57.237198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:57.238061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:57.238143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:57.238174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:57.354377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:57.354528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:57.354584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:57.354614] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:57.357904] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-10T20:25:57.358171] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-10T20:25:57.358289] [INFO ] [sig       ] HPE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:57.496827] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HPE.txt
[2025-12-10T20:25:57.496973] [INFO ] [sig       ] [1582/3612] Completed HPE in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:57.497011] [INFO ] [sig       ] [1583/3612] Forecasting HPF...
[2025-12-10T20:25:57.497040] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-10T20:25:57.497069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-10T20:25:57.512274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-10T20:25:57.512742] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-10T20:25:57.513779] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-10T20:25:57.513841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:57.513883] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:57.513920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:57.514000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:57.578741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:57.579610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:57.579703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:57.579735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:57.695684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:57.695837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:57.695894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:57.695923] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:57.699266] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-10T20:25:57.699547] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-10T20:25:57.699700] [INFO ] [sig       ] HPF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:57.843462] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HPF.txt
[2025-12-10T20:25:57.843629] [INFO ] [sig       ] [1583/3612] Completed HPF in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:57.843671] [INFO ] [sig       ] [1584/3612] Forecasting HPI...
[2025-12-10T20:25:57.843703] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-10T20:25:57.843733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-10T20:25:57.855005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-10T20:25:57.855355] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-10T20:25:57.856140] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-10T20:25:57.856191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:57.856222] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:57.856248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:57.856303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:57.913078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:57.913933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:57.914027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:57.914062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:58.037244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:58.037395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:58.037434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:58.037462] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:58.040909] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-10T20:25:58.041191] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-10T20:25:58.041320] [INFO ] [sig       ] HPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:58.192456] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HPI.txt
[2025-12-10T20:25:58.192626] [INFO ] [sig       ] [1584/3612] Completed HPI in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:58.192674] [INFO ] [sig       ] [1585/3612] Forecasting HPK...
[2025-12-10T20:25:58.192705] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-10T20:25:58.192735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-10T20:25:58.205925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-10T20:25:58.206338] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-10T20:25:58.207171] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-10T20:25:58.207223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:58.207255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:58.207281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:58.207337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:58.263818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:58.264705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:58.264819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:58.264875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:58.386959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:58.387106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:58.387146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:58.387176] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:58.390502] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-10T20:25:58.390799] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-10T20:25:58.390922] [INFO ] [sig       ] HPK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:58.532173] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HPK.txt
[2025-12-10T20:25:58.532298] [INFO ] [sig       ] [1585/3612] Completed HPK in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:58.532335] [INFO ] [sig       ] [1586/3612] Forecasting HPP...
[2025-12-10T20:25:58.532364] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-10T20:25:58.532392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-10T20:25:58.544345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-10T20:25:58.544742] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-10T20:25:58.545541] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-10T20:25:58.545621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:58.545655] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:58.545682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:58.545739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:58.602327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:58.603005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:58.603083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:58.603117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:58.724780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:58.724931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:58.724971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:58.724999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:58.728687] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-12-10T20:25:58.728963] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-10T20:25:58.729085] [INFO ] [sig       ] HPP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:58.872306] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HPP.txt
[2025-12-10T20:25:58.872439] [INFO ] [sig       ] [1586/3612] Completed HPP in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:58.872477] [INFO ] [sig       ] [1587/3612] Forecasting HPQ...
[2025-12-10T20:25:58.872506] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-10T20:25:58.872534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-10T20:25:58.883425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-10T20:25:58.883727] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-10T20:25:58.884470] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-10T20:25:58.884519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:58.884599] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:58.884631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:58.884686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:58.942096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:58.942793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:58.942899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:58.942932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:59.062120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:59.062257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:59.062295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:59.062325] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:59.065772] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-10T20:25:59.066046] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-10T20:25:59.066168] [INFO ] [sig       ] HPQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:59.210593] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HPQ.txt
[2025-12-10T20:25:59.210752] [INFO ] [sig       ] [1587/3612] Completed HPQ in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:59.210791] [INFO ] [sig       ] [1588/3612] Forecasting HPS...
[2025-12-10T20:25:59.210821] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-10T20:25:59.210849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-10T20:25:59.222220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-10T20:25:59.222494] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-10T20:25:59.223328] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-10T20:25:59.223381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:59.223413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:59.223441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:59.223496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:59.281292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:59.282111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:59.282193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:59.282224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:59.400678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:59.400829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:25:59.400868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:59.400898] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:59.404284] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=51.50%)
[2025-12-10T20:25:59.404562] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-10T20:25:59.404703] [INFO ] [sig       ] HPS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:25:59.543362] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HPS.txt
[2025-12-10T20:25:59.543486] [INFO ] [sig       ] [1588/3612] Completed HPS in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.8m
[2025-12-10T20:25:59.543524] [INFO ] [sig       ] [1589/3612] Forecasting HQI...
[2025-12-10T20:25:59.543552] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-10T20:25:59.543602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-10T20:25:59.555025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-10T20:25:59.555354] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-10T20:25:59.556372] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-10T20:25:59.556424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:59.556456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:59.556488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:59.556564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:59.613952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:59.614801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:59.614882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:59.614916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:25:59.716426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:25:59.716590] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:25:59.716631] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:25:59.716660] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:25:59.720034] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-10T20:25:59.720311] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-10T20:25:59.720433] [INFO ] [sig       ] HQI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:25:59.865445] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HQI.txt
[2025-12-10T20:25:59.865595] [INFO ] [sig       ] [1589/3612] Completed HQI in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.7m
[2025-12-10T20:25:59.865636] [INFO ] [sig       ] [1590/3612] Forecasting HQL...
[2025-12-10T20:25:59.865664] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-10T20:25:59.865693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-10T20:25:59.877323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-10T20:25:59.877659] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-10T20:25:59.878446] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-10T20:25:59.878496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:25:59.878526] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:25:59.878552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:25:59.878627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:25:59.936110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:25:59.936891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:25:59.936972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:25:59.937006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:00.061095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:00.061262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:00.061301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:00.061329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:00.064897] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2025-12-10T20:26:00.065234] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-10T20:26:00.065372] [INFO ] [sig       ] HQL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:00.215500] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HQL.txt
[2025-12-10T20:26:00.215723] [INFO ] [sig       ] [1590/3612] Completed HQL in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.7m
[2025-12-10T20:26:00.215784] [INFO ] [sig       ] [1591/3612] Forecasting HQY...
[2025-12-10T20:26:00.215813] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-10T20:26:00.215851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-10T20:26:00.227315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-10T20:26:00.227750] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-10T20:26:00.228537] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-10T20:26:00.228606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:00.228639] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:00.228665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:00.228720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:00.284882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:00.285756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:00.285837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:00.285870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:00.404054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:00.404210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:00.404248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:00.404275] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:00.407640] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-10T20:26:00.407942] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-10T20:26:00.408069] [INFO ] [sig       ] HQY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:00.554788] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HQY.txt
[2025-12-10T20:26:00.554945] [INFO ] [sig       ] [1591/3612] Completed HQY in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.7m
[2025-12-10T20:26:00.554984] [INFO ] [sig       ] [1592/3612] Forecasting HRB...
[2025-12-10T20:26:00.555014] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-10T20:26:00.555043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-10T20:26:00.566825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-10T20:26:00.567162] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-10T20:26:00.567991] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-10T20:26:00.568041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:00.568071] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:00.568097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:00.568150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:00.623847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:00.624470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:00.624547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:00.624597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:00.743149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:00.743302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:00.743339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:00.743366] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:00.746664] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=18.98%)
[2025-12-10T20:26:00.746936] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-10T20:26:00.747053] [INFO ] [sig       ] HRB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:00.889448] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HRB.txt
[2025-12-10T20:26:00.889681] [INFO ] [sig       ] [1592/3612] Completed HRB in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.7m
[2025-12-10T20:26:00.889735] [INFO ] [sig       ] [1593/3612] Forecasting HRL...
[2025-12-10T20:26:00.889774] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-10T20:26:00.889817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-10T20:26:00.910404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-10T20:26:00.910905] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-10T20:26:00.911957] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-10T20:26:00.912020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:00.912068] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:00.912105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:00.912186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:00.978864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:00.979842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:00.979943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:00.979983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:01.122449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:01.122676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:01.122746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:01.122796] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:01.128273] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-10T20:26:01.128816] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-10T20:26:01.129020] [INFO ] [sig       ] HRL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:01.326994] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HRL.txt
[2025-12-10T20:26:01.327182] [INFO ] [sig       ] [1593/3612] Completed HRL in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:01.327227] [INFO ] [sig       ] [1594/3612] Forecasting HRMY...
[2025-12-10T20:26:01.327257] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-10T20:26:01.327289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-10T20:26:01.344612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-10T20:26:01.345159] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-10T20:26:01.346441] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-10T20:26:01.346515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:01.346634] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:01.346683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:01.346776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:01.429496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:01.430696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:01.430805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:01.430840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:01.595728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:01.595924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:01.595974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:01.596009] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:01.601228] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-10T20:26:01.601781] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-10T20:26:01.602000] [INFO ] [sig       ] HRMY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:01.814236] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HRMY.txt
[2025-12-10T20:26:01.814458] [INFO ] [sig       ] [1594/3612] Completed HRMY in 0.5s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:01.814511] [INFO ] [sig       ] [1595/3612] Forecasting HRTG...
[2025-12-10T20:26:01.814547] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-10T20:26:01.814606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-10T20:26:01.835124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-10T20:26:01.835634] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-10T20:26:01.836883] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-10T20:26:01.836944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:01.836977] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:01.837003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:01.837072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:01.922734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:01.923886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:01.924005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:01.924047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:02.093315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:02.093541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:02.093627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:02.093681] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:02.099451] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-10T20:26:02.100043] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-10T20:26:02.100259] [INFO ] [sig       ] HRTG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:02.294985] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HRTG.txt
[2025-12-10T20:26:02.295152] [INFO ] [sig       ] [1595/3612] Completed HRTG in 0.5s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:02.295192] [INFO ] [sig       ] [1596/3612] Forecasting HRTX...
[2025-12-10T20:26:02.295221] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-10T20:26:02.295258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-10T20:26:02.308317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-10T20:26:02.308747] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-10T20:26:02.309601] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-10T20:26:02.309665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:02.309712] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:02.309741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:02.309796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:02.368013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:02.368927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:02.369013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:02.369047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:02.488867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:02.489026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:02.489064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:02.489093] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:02.492411] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2025-12-10T20:26:02.492700] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-10T20:26:02.492819] [INFO ] [sig       ] HRTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:02.632703] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HRTX.txt
[2025-12-10T20:26:02.632848] [INFO ] [sig       ] [1596/3612] Completed HRTX in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:02.632888] [INFO ] [sig       ] [1597/3612] Forecasting HRZN...
[2025-12-10T20:26:02.633101] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-10T20:26:02.633129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-10T20:26:02.645623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-10T20:26:02.645931] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-10T20:26:02.646801] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-10T20:26:02.646855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:02.646888] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:02.646914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:02.646971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:02.705359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:02.706010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:02.706090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:02.706123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:02.825593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:02.825750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:02.825799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:02.825875] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:02.829228] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-10T20:26:02.829504] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-10T20:26:02.829645] [INFO ] [sig       ] HRZN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:02.970436] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HRZN.txt
[2025-12-10T20:26:02.970564] [INFO ] [sig       ] [1597/3612] Completed HRZN in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:02.970621] [INFO ] [sig       ] [1598/3612] Forecasting HSAI...
[2025-12-10T20:26:02.970649] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-10T20:26:02.970678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-10T20:26:02.981888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-10T20:26:02.982166] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-10T20:26:02.982947] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-10T20:26:02.982997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:02.983028] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:02.983053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:02.983108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:03.039147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:03.040013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:03.040095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:03.040129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:03.159692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:03.159851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:03.159889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:03.159915] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:03.163211] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-10T20:26:03.163497] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-10T20:26:03.163646] [INFO ] [sig       ] HSAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:03.304656] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HSAI.txt
[2025-12-10T20:26:03.304838] [INFO ] [sig       ] [1598/3612] Completed HSAI in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:03.304907] [INFO ] [sig       ] [1599/3612] Forecasting HSBC...
[2025-12-10T20:26:03.304942] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-10T20:26:03.304971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-10T20:26:03.316914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-10T20:26:03.317267] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-10T20:26:03.318087] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-10T20:26:03.318138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:03.318170] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:03.318196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:03.318252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:03.375534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:03.376394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:03.376475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:03.376508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:03.498258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:03.498414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:03.498454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:03.498484] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:03.501863] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-10T20:26:03.502137] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-10T20:26:03.502260] [INFO ] [sig       ] HSBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:03.644384] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HSBC.txt
[2025-12-10T20:26:03.644535] [INFO ] [sig       ] [1599/3612] Completed HSBC in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:03.644594] [INFO ] [sig       ] [1600/3612] Forecasting HSCS...
[2025-12-10T20:26:03.644625] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-10T20:26:03.644656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-10T20:26:03.661431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-10T20:26:03.662165] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-10T20:26:03.663487] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-10T20:26:03.663596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:03.663655] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:03.663705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:03.663798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:03.728732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:03.729778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:03.729873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:03.729906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:03.840669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:03.840831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:03.840870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:03.840898] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:03.844349] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2025-12-10T20:26:03.844684] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-10T20:26:03.844823] [INFO ] [sig       ] HSCS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:03.992822] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HSCS.txt
[2025-12-10T20:26:03.992985] [INFO ] [sig       ] [1600/3612] Completed HSCS in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:03.993025] [INFO ] [sig       ] [1601/3612] Forecasting HSHP...
[2025-12-10T20:26:03.993054] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-10T20:26:03.993083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-10T20:26:04.005008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-10T20:26:04.005418] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-10T20:26:04.006259] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-10T20:26:04.006312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:04.006343] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:04.006369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:04.006424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:04.062468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:04.063362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:04.063460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:04.063492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:04.187776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:04.187939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:04.187977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:04.188005] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:04.191506] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-12-10T20:26:04.191863] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-10T20:26:04.192003] [INFO ] [sig       ] HSHP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:04.331034] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HSHP.txt
[2025-12-10T20:26:04.331162] [INFO ] [sig       ] [1601/3612] Completed HSHP in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:04.331200] [INFO ] [sig       ] [1602/3612] Forecasting HSIC...
[2025-12-10T20:26:04.331228] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-10T20:26:04.331257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-10T20:26:04.342141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-10T20:26:04.342418] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-10T20:26:04.343203] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-10T20:26:04.343252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:04.343283] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:04.343308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:04.343362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:04.399420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:04.400099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:04.400174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:04.400206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:04.521402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:04.521558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:04.521617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:04.521646] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:04.525080] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-10T20:26:04.525374] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-10T20:26:04.525521] [INFO ] [sig       ] HSIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:04.668074] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HSIC.txt
[2025-12-10T20:26:04.668197] [INFO ] [sig       ] [1602/3612] Completed HSIC in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:04.668235] [INFO ] [sig       ] [1603/3612] Forecasting HSTM...
[2025-12-10T20:26:04.668264] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-10T20:26:04.668292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-10T20:26:04.680056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-10T20:26:04.680347] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-10T20:26:04.681290] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-10T20:26:04.681340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:04.681371] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:04.681396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:04.681451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:04.738500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:04.739219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:04.739299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:04.739330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:04.856216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:04.856377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:04.856416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:04.856444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:04.860105] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-10T20:26:04.860453] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-10T20:26:04.860607] [INFO ] [sig       ] HSTM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:05.005016] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HSTM.txt
[2025-12-10T20:26:05.005178] [INFO ] [sig       ] [1603/3612] Completed HSTM in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:05.005217] [INFO ] [sig       ] [1604/3612] Forecasting HSY...
[2025-12-10T20:26:05.005247] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-10T20:26:05.005277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-10T20:26:05.018049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-10T20:26:05.018450] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-10T20:26:05.019259] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-10T20:26:05.019321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:05.019359] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:05.019392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:05.019460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:05.076543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:05.077442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:05.077562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:05.077619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:05.195738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:05.195892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:05.195935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:05.195975] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:05.199691] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-10T20:26:05.199972] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-10T20:26:05.200104] [INFO ] [sig       ] HSY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:05.343796] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HSY.txt
[2025-12-10T20:26:05.343932] [INFO ] [sig       ] [1604/3612] Completed HSY in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:05.343970] [INFO ] [sig       ] [1605/3612] Forecasting HTBK...
[2025-12-10T20:26:05.343999] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-10T20:26:05.344027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-10T20:26:05.360483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-10T20:26:05.360954] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-10T20:26:05.362013] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-10T20:26:05.362076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:05.362114] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:05.362146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:05.362222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:05.427866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:05.428817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:05.428927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:05.428959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:05.555670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:05.555832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:05.555875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:05.555904] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:05.559931] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-10T20:26:05.560295] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-10T20:26:05.560439] [INFO ] [sig       ] HTBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:05.707143] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HTBK.txt
[2025-12-10T20:26:05.707292] [INFO ] [sig       ] [1605/3612] Completed HTBK in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:05.707332] [INFO ] [sig       ] [1606/3612] Forecasting HTD...
[2025-12-10T20:26:05.707359] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-10T20:26:05.707387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-10T20:26:05.719229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-10T20:26:05.719564] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-10T20:26:05.720345] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-10T20:26:05.720397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:05.720429] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:05.720455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:05.720512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:05.776801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:05.777626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:05.777706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:05.777767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:05.899905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:05.900070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:05.900108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:05.900134] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:05.903873] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-10T20:26:05.904407] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-10T20:26:05.904551] [INFO ] [sig       ] HTD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:06.047440] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HTD.txt
[2025-12-10T20:26:06.047615] [INFO ] [sig       ] [1606/3612] Completed HTD in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.7m
[2025-12-10T20:26:06.047656] [INFO ] [sig       ] [1607/3612] Forecasting HTGC...
[2025-12-10T20:26:06.047686] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-10T20:26:06.047851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-10T20:26:06.060101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-10T20:26:06.060492] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-10T20:26:06.061341] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-10T20:26:06.061395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:06.061426] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:06.061453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:06.061510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:06.117437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:06.118426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:06.118523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:06.118554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:06.242911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:06.243271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:06.243329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:06.243358] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:06.247524] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-10T20:26:06.247977] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-10T20:26:06.248154] [INFO ] [sig       ] HTGC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:06.403459] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HTGC.txt
[2025-12-10T20:26:06.403675] [INFO ] [sig       ] [1607/3612] Completed HTGC in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.6m
[2025-12-10T20:26:06.403717] [INFO ] [sig       ] [1608/3612] Forecasting HTH...
[2025-12-10T20:26:06.403746] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-10T20:26:06.403775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-10T20:26:06.416175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-10T20:26:06.416567] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-10T20:26:06.417395] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-10T20:26:06.417447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:06.417478] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:06.417504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:06.417813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:06.477486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:06.478447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:06.478559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:06.478617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:06.599369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:06.599525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:06.599567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:06.599617] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:06.603331] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-10T20:26:06.603702] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-10T20:26:06.603842] [INFO ] [sig       ] HTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:06.752306] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HTH.txt
[2025-12-10T20:26:06.752460] [INFO ] [sig       ] [1608/3612] Completed HTH in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.6m
[2025-12-10T20:26:06.752499] [INFO ] [sig       ] [1609/3612] Forecasting HTLD...
[2025-12-10T20:26:06.752528] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-10T20:26:06.752558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-10T20:26:06.765987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-10T20:26:06.766490] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-10T20:26:06.767291] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-10T20:26:06.767341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:06.767374] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:06.767400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:06.767455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:06.826243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:06.826976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:06.827052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:06.827083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:06.951944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:06.952108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:06.952146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:06.952172] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:06.956269] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-10T20:26:06.956682] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-10T20:26:06.956840] [INFO ] [sig       ] HTLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:07.113655] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HTLD.txt
[2025-12-10T20:26:07.113822] [INFO ] [sig       ] [1609/3612] Completed HTLD in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.6m
[2025-12-10T20:26:07.113861] [INFO ] [sig       ] [1610/3612] Forecasting HTOO...
[2025-12-10T20:26:07.113890] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-10T20:26:07.113919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-10T20:26:07.126528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-10T20:26:07.126860] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-10T20:26:07.127628] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-10T20:26:07.127677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:07.127708] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:07.127762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:07.127819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:07.187963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:07.188697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:07.188776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:07.188809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:07.312174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:07.312327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:07.312367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:07.312396] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:07.316146] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-10T20:26:07.316450] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-10T20:26:07.316601] [INFO ] [sig       ] HTOO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:07.459829] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HTOO.txt
[2025-12-10T20:26:07.459955] [INFO ] [sig       ] [1610/3612] Completed HTOO in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:07.459993] [INFO ] [sig       ] [1611/3612] Forecasting HTZ...
[2025-12-10T20:26:07.460021] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-10T20:26:07.460050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-10T20:26:07.472275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-10T20:26:07.472686] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-10T20:26:07.473471] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-10T20:26:07.473524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:07.473631] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:07.473660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:07.473716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:07.534356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:07.535491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:07.535613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:07.535648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:07.663944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:07.664097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:07.664327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:07.664356] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:07.668062] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-10T20:26:07.668396] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-10T20:26:07.668537] [INFO ] [sig       ] HTZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:07.817185] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HTZ.txt
[2025-12-10T20:26:07.817339] [INFO ] [sig       ] [1611/3612] Completed HTZ in 0.4s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:07.817379] [INFO ] [sig       ] [1612/3612] Forecasting HUBB...
[2025-12-10T20:26:07.817408] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-10T20:26:07.817436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-10T20:26:07.830183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-10T20:26:07.830496] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-10T20:26:07.831456] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-10T20:26:07.831516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:07.831560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:07.831611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:07.831671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:07.891319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:07.892126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:07.892205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:07.892238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:08.012004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:08.012355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:08.012395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:08.012422] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:08.016208] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2025-12-10T20:26:08.016611] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-10T20:26:08.016759] [INFO ] [sig       ] HUBB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:08.167278] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HUBB.txt
[2025-12-10T20:26:08.167420] [INFO ] [sig       ] [1612/3612] Completed HUBB in 0.4s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:08.167457] [INFO ] [sig       ] [1613/3612] Forecasting HUBG...
[2025-12-10T20:26:08.167484] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-10T20:26:08.167513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-10T20:26:08.180228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-10T20:26:08.180563] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-10T20:26:08.181329] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-10T20:26:08.181379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:08.181410] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:08.181436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:08.181489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:08.242538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:08.243399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:08.243484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:08.243516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:08.366319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:08.366469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:08.366506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:08.366532] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:08.370299] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-10T20:26:08.370593] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-10T20:26:08.370717] [INFO ] [sig       ] HUBG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:08.527221] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HUBG.txt
[2025-12-10T20:26:08.527366] [INFO ] [sig       ] [1613/3612] Completed HUBG in 0.4s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:08.527405] [INFO ] [sig       ] [1614/3612] Forecasting HUBS...
[2025-12-10T20:26:08.527434] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-10T20:26:08.527463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-10T20:26:08.540054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-10T20:26:08.540366] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-10T20:26:08.541215] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-10T20:26:08.541266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:08.541297] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:08.541323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:08.541378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:08.599193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:08.599965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:08.600054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:08.600088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:08.723201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:08.723347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:08.723386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:08.723446] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:08.726758] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=26.14%)
[2025-12-10T20:26:08.727031] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-10T20:26:08.727149] [INFO ] [sig       ] HUBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:08.868984] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HUBS.txt
[2025-12-10T20:26:08.869113] [INFO ] [sig       ] [1614/3612] Completed HUBS in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:08.869156] [INFO ] [sig       ] [1615/3612] Forecasting HUM...
[2025-12-10T20:26:08.869186] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-10T20:26:08.869215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-10T20:26:08.880245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-10T20:26:08.880522] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-10T20:26:08.881319] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-10T20:26:08.881369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:08.881400] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:08.881426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:08.881481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:08.939470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:08.940352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:08.940429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:08.940461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:09.058547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:09.058699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:09.058735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:09.058763] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:09.062020] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-12-10T20:26:09.062288] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-10T20:26:09.062406] [INFO ] [sig       ] HUM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:09.201147] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HUM.txt
[2025-12-10T20:26:09.201293] [INFO ] [sig       ] [1615/3612] Completed HUM in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:09.201333] [INFO ] [sig       ] [1616/3612] Forecasting HUMA...
[2025-12-10T20:26:09.201361] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-10T20:26:09.201390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-10T20:26:09.212710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-10T20:26:09.213080] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-10T20:26:09.213893] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-10T20:26:09.213944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:09.213974] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:09.213998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:09.214054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:09.273862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:09.274873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:09.274954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:09.274985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:09.394273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:09.394417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:09.394455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:09.394483] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:09.397791] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-10T20:26:09.398054] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-10T20:26:09.398190] [INFO ] [sig       ] HUMA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:09.538530] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HUMA.txt
[2025-12-10T20:26:09.538663] [INFO ] [sig       ] [1616/3612] Completed HUMA in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:09.538702] [INFO ] [sig       ] [1617/3612] Forecasting HUN...
[2025-12-10T20:26:09.538729] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-10T20:26:09.538758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-10T20:26:09.551348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-10T20:26:09.551734] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-10T20:26:09.552599] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-10T20:26:09.552651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:09.552684] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:09.552710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:09.552766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:09.613190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:09.614049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:09.614137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:09.614171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:09.737687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:09.737885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:09.737927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:09.737954] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:09.741326] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-12-10T20:26:09.741617] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-10T20:26:09.741753] [INFO ] [sig       ] HUN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:09.885843] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HUN.txt
[2025-12-10T20:26:09.885985] [INFO ] [sig       ] [1617/3612] Completed HUN in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:09.886025] [INFO ] [sig       ] [1618/3612] Forecasting HURC...
[2025-12-10T20:26:09.886054] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-10T20:26:09.886084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-10T20:26:09.898018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-10T20:26:09.898412] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-10T20:26:09.899250] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-10T20:26:09.899301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:09.899333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:09.899360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:09.899416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:09.960428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:09.961349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:09.961442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:09.961485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:10.077889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:10.078044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:10.078083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:10.078128] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:10.082285] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=43.08%)
[2025-12-10T20:26:10.082565] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-10T20:26:10.082707] [INFO ] [sig       ] HURC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:10.230019] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HURC.txt
[2025-12-10T20:26:10.230178] [INFO ] [sig       ] [1618/3612] Completed HURC in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:10.230221] [INFO ] [sig       ] [1619/3612] Forecasting HURN...
[2025-12-10T20:26:10.230250] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-10T20:26:10.230279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-10T20:26:10.242253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-10T20:26:10.242681] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-10T20:26:10.243499] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-10T20:26:10.243551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:10.243614] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:10.243645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:10.243702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:10.304135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:10.305036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:10.305122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:10.305155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:10.425812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:10.425963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:10.426001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:10.426028] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:10.429604] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-10T20:26:10.429924] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-10T20:26:10.430070] [INFO ] [sig       ] HURN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:10.577306] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HURN.txt
[2025-12-10T20:26:10.577481] [INFO ] [sig       ] [1619/3612] Completed HURN in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:10.577522] [INFO ] [sig       ] [1620/3612] Forecasting HUYA...
[2025-12-10T20:26:10.577551] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-10T20:26:10.577597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-10T20:26:10.589346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-10T20:26:10.589717] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-10T20:26:10.590506] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-10T20:26:10.590557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:10.590608] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:10.590636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:10.590692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:10.648933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:10.649843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:10.649952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:10.649993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:10.776799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:10.776960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:10.777005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:10.777034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:10.780425] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-10T20:26:10.780713] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-10T20:26:10.780830] [INFO ] [sig       ] HUYA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:10.920115] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HUYA.txt
[2025-12-10T20:26:10.920250] [INFO ] [sig       ] [1620/3612] Completed HUYA in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:10.920288] [INFO ] [sig       ] [1621/3612] Forecasting HWC...
[2025-12-10T20:26:10.920317] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-10T20:26:10.920347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-10T20:26:10.932543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-10T20:26:10.932897] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-10T20:26:10.933754] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-10T20:26:10.933806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:10.933838] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:10.933866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:10.933922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:10.991059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:10.991914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:10.992025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:10.992057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:11.114022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:11.114375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:11.114413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:11.114441] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:11.117728] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-10T20:26:11.117994] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-10T20:26:11.118116] [INFO ] [sig       ] HWC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:11.264098] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HWC.txt
[2025-12-10T20:26:11.264248] [INFO ] [sig       ] [1621/3612] Completed HWC in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:11.264286] [INFO ] [sig       ] [1622/3612] Forecasting HWH...
[2025-12-10T20:26:11.264315] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-10T20:26:11.264344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-10T20:26:11.275855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-10T20:26:11.276163] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-10T20:26:11.276971] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-10T20:26:11.277021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:11.277052] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:11.277090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:11.277145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:11.334279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:11.334970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:11.335045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:11.335077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:11.454311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:11.454462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:11.454499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:11.454528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:11.458039] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-10T20:26:11.458467] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-10T20:26:11.458606] [INFO ] [sig       ] HWH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:11.598717] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HWH.txt
[2025-12-10T20:26:11.598858] [INFO ] [sig       ] [1622/3612] Completed HWH in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:11.598896] [INFO ] [sig       ] [1623/3612] Forecasting HWKN...
[2025-12-10T20:26:11.598925] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-10T20:26:11.598954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-10T20:26:11.610550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-10T20:26:11.610903] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-10T20:26:11.611752] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-10T20:26:11.611803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:11.611835] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:11.611860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:11.611916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:11.668148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:11.668943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:11.669024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:11.669055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:11.785962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:11.786111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:11.786148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:11.786175] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:11.789460] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-10T20:26:11.789789] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-10T20:26:11.789973] [INFO ] [sig       ] HWKN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:11.926979] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HWKN.txt
[2025-12-10T20:26:11.927114] [INFO ] [sig       ] [1623/3612] Completed HWKN in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.6m
[2025-12-10T20:26:11.927152] [INFO ] [sig       ] [1624/3612] Forecasting HWM...
[2025-12-10T20:26:11.927181] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-10T20:26:11.927210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-10T20:26:11.938475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-10T20:26:11.938800] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-10T20:26:11.939607] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-10T20:26:11.939657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:11.939687] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:11.939713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:11.939767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:11.998798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:11.999736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:11.999834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:11.999865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:12.118307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:12.118460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:12.118498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:12.118525] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:12.121931] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-10T20:26:12.122378] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-10T20:26:12.122497] [INFO ] [sig       ] HWM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:12.262877] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HWM.txt
[2025-12-10T20:26:12.263040] [INFO ] [sig       ] [1624/3612] Completed HWM in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.5m
[2025-12-10T20:26:12.263090] [INFO ] [sig       ] [1625/3612] Forecasting HXL...
[2025-12-10T20:26:12.263120] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-10T20:26:12.263150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-10T20:26:12.274273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-10T20:26:12.274631] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-10T20:26:12.275425] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-10T20:26:12.275486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:12.275523] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:12.275552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:12.275653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:12.334038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:12.334727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:12.334808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:12.334839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:12.460250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:12.460395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:12.460434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:12.460463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:12.463836] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-10T20:26:12.464109] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-10T20:26:12.464231] [INFO ] [sig       ] HXL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:12.607339] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HXL.txt
[2025-12-10T20:26:12.607476] [INFO ] [sig       ] [1625/3612] Completed HXL in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.5m
[2025-12-10T20:26:12.607514] [INFO ] [sig       ] [1626/3612] Forecasting HY...
[2025-12-10T20:26:12.607542] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-10T20:26:12.607595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-10T20:26:12.618954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-10T20:26:12.619284] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-10T20:26:12.620068] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-10T20:26:12.620118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:12.620148] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:12.620174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:12.620228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:12.677033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:12.677780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:12.677859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:12.677891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:12.799693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:12.799859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:12.799898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:12.799926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:12.803377] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=26.27%)
[2025-12-10T20:26:12.803668] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-10T20:26:12.803789] [INFO ] [sig       ] HY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:12.946991] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HY.txt
[2025-12-10T20:26:12.947125] [INFO ] [sig       ] [1626/3612] Completed HY in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.5m
[2025-12-10T20:26:12.947162] [INFO ] [sig       ] [1627/3612] Forecasting HYFM...
[2025-12-10T20:26:12.947384] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-10T20:26:12.947414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-10T20:26:12.959367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-10T20:26:12.959722] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-10T20:26:12.960688] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-10T20:26:12.960738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:12.960768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:12.960793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:12.960846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:13.018856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:13.019700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:13.019780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:13.019811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:13.138542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:13.138706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:13.138745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:13.138773] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:13.142064] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-10T20:26:13.142346] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-10T20:26:13.142467] [INFO ] [sig       ] HYFM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:13.284119] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HYFM.txt
[2025-12-10T20:26:13.284285] [INFO ] [sig       ] [1627/3612] Completed HYFM in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:13.284325] [INFO ] [sig       ] [1628/3612] Forecasting HYI...
[2025-12-10T20:26:13.284354] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-10T20:26:13.284382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-10T20:26:13.296643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-10T20:26:13.296955] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-10T20:26:13.297764] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-10T20:26:13.297814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:13.297879] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:13.297919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:13.298001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:13.355678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:13.356429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:13.356510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:13.356543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:13.474519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:13.474681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:13.474719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:13.474747] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:13.478092] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-12-10T20:26:13.478365] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-10T20:26:13.478487] [INFO ] [sig       ] HYI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:13.617693] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HYI.txt
[2025-12-10T20:26:13.617869] [INFO ] [sig       ] [1628/3612] Completed HYI in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:13.617909] [INFO ] [sig       ] [1629/3612] Forecasting HYLS...
[2025-12-10T20:26:13.617936] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-10T20:26:13.617964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-10T20:26:13.629124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-10T20:26:13.629438] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-10T20:26:13.630230] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-10T20:26:13.630279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:13.630309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:13.630335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:13.630389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:13.685439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:13.686161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:13.686237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:13.686269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:13.800287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:13.800436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:13.800474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:13.800501] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:13.803792] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-12-10T20:26:13.804084] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-10T20:26:13.804209] [INFO ] [sig       ] HYLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:13.941200] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HYLS.txt
[2025-12-10T20:26:13.941346] [INFO ] [sig       ] [1629/3612] Completed HYLS in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:13.941386] [INFO ] [sig       ] [1630/3612] Forecasting HYMC...
[2025-12-10T20:26:13.941414] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-10T20:26:13.941443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-10T20:26:13.952397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-10T20:26:13.952745] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-10T20:26:13.953489] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-10T20:26:13.953539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:13.953588] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:13.953617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:13.953672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:14.011798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:14.012809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:14.012894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:14.012926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:14.127393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:14.127547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:14.127628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:14.127659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:14.130980] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-10T20:26:14.131243] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-10T20:26:14.131361] [INFO ] [sig       ] HYMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:14.272557] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HYMC.txt
[2025-12-10T20:26:14.272722] [INFO ] [sig       ] [1630/3612] Completed HYMC in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:14.272764] [INFO ] [sig       ] [1631/3612] Forecasting HYXF...
[2025-12-10T20:26:14.272795] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-10T20:26:14.272824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-10T20:26:14.284271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-10T20:26:14.284679] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-10T20:26:14.285556] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-10T20:26:14.285628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:14.285660] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:14.285687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:14.285754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:14.340946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:14.341751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:14.341837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:14.341868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:14.454019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:14.454177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:14.454217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:14.454483] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:14.458650] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-10T20:26:14.458930] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-10T20:26:14.459069] [INFO ] [sig       ] HYXF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:14.602906] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HYXF.txt
[2025-12-10T20:26:14.603064] [INFO ] [sig       ] [1631/3612] Completed HYXF in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:14.603107] [INFO ] [sig       ] [1632/3612] Forecasting HYZD...
[2025-12-10T20:26:14.603136] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-10T20:26:14.603333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-10T20:26:14.615218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-10T20:26:14.615532] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-10T20:26:14.616309] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-10T20:26:14.616361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:14.616392] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:14.616419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:14.616474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:14.677540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:14.678335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:14.678415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:14.678447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:14.801376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:14.801536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:14.801604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:14.801635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:14.805335] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-10T20:26:14.805638] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-10T20:26:14.805770] [INFO ] [sig       ] HYZD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:14.947682] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/HYZD.txt
[2025-12-10T20:26:14.947867] [INFO ] [sig       ] [1632/3612] Completed HYZD in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:14.947910] [INFO ] [sig       ] [1633/3612] Forecasting HZO...
[2025-12-10T20:26:14.947942] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-10T20:26:14.947970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-10T20:26:14.961388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-10T20:26:14.961876] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-10T20:26:14.962706] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-10T20:26:14.962757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:14.962790] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:14.962816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:14.962871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:15.020829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:15.021899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:15.022012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:15.022053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:15.146814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:15.146983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:15.147024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:15.147052] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:15.151409] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-10T20:26:15.151772] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-10T20:26:15.151916] [INFO ] [sig       ] HZO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:15.306697] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/HZO.txt
[2025-12-10T20:26:15.306862] [INFO ] [sig       ] [1633/3612] Completed HZO in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:15.306902] [INFO ] [sig       ] [1634/3612] Forecasting IAC...
[2025-12-10T20:26:15.306929] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-10T20:26:15.306958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-10T20:26:15.319493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-10T20:26:15.319920] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-10T20:26:15.320727] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-10T20:26:15.320777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:15.320807] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:15.320832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:15.320886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:15.381543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:15.382759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:15.382862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:15.382894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:15.515681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:15.515834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:15.515874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:15.515903] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:15.520044] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-10T20:26:15.520337] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-10T20:26:15.520468] [INFO ] [sig       ] IAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:15.667080] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IAC.txt
[2025-12-10T20:26:15.667417] [INFO ] [sig       ] [1634/3612] Completed IAC in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:15.667457] [INFO ] [sig       ] [1635/3612] Forecasting IAE...
[2025-12-10T20:26:15.667485] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-10T20:26:15.667513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-10T20:26:15.678961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-10T20:26:15.679248] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-10T20:26:15.680224] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-10T20:26:15.680286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:15.680320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:15.680349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:15.680415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:15.741187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:15.742478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:15.742566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:15.742618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:15.858474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:15.858648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:15.858687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:15.858713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:15.862421] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-12-10T20:26:15.862708] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-10T20:26:15.862828] [INFO ] [sig       ] IAE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:16.004249] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IAE.txt
[2025-12-10T20:26:16.004401] [INFO ] [sig       ] [1635/3612] Completed IAE in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:16.004441] [INFO ] [sig       ] [1636/3612] Forecasting IAG...
[2025-12-10T20:26:16.004469] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-10T20:26:16.004498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-10T20:26:16.020688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-10T20:26:16.021053] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-10T20:26:16.022058] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-10T20:26:16.022108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:16.022138] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:16.022164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:16.022218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:16.081755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:16.082661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:16.082753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:16.082791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:16.210787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:16.210941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:16.210979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:16.211007] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:16.214506] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-10T20:26:16.214810] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-10T20:26:16.214935] [INFO ] [sig       ] IAG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:16.362536] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IAG.txt
[2025-12-10T20:26:16.362707] [INFO ] [sig       ] [1636/3612] Completed IAG in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:16.362749] [INFO ] [sig       ] [1637/3612] Forecasting IAS...
[2025-12-10T20:26:16.362780] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-10T20:26:16.362809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-10T20:26:16.374977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-10T20:26:16.375311] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-10T20:26:16.376094] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-10T20:26:16.376144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:16.376174] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:16.376199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:16.376421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:16.436445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:16.437505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:16.437634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:16.437682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:16.568728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:16.568881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:16.568920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:16.568949] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:16.572983] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-10T20:26:16.573322] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-10T20:26:16.573477] [INFO ] [sig       ] IAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:16.723669] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IAS.txt
[2025-12-10T20:26:16.723853] [INFO ] [sig       ] [1637/3612] Completed IAS in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:16.723894] [INFO ] [sig       ] [1638/3612] Forecasting IBB...
[2025-12-10T20:26:16.723923] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-10T20:26:16.723953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-10T20:26:16.736757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-10T20:26:16.737086] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-10T20:26:16.737908] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-10T20:26:16.737958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:16.737988] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:16.738014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:16.738069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:16.796368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:16.797221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:16.797333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:16.797365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:16.924733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:16.924890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:16.924928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:16.924957] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:16.928801] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-10T20:26:16.929080] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-10T20:26:16.929209] [INFO ] [sig       ] IBB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:17.072898] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBB.txt
[2025-12-10T20:26:17.073024] [INFO ] [sig       ] [1638/3612] Completed IBB in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:17.073068] [INFO ] [sig       ] [1639/3612] Forecasting IBBQ...
[2025-12-10T20:26:17.073098] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-10T20:26:17.073126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-10T20:26:17.084239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-10T20:26:17.084493] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-10T20:26:17.085249] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-10T20:26:17.085299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:17.085329] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:17.085355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:17.085410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:17.140976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:17.141569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:17.141660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:17.141691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:17.246614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:17.246720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:17.246755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:17.246783] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:17.250502] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-10T20:26:17.250779] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-10T20:26:17.250897] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:17.390616] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBBQ.txt
[2025-12-10T20:26:17.390765] [INFO ] [sig       ] [1639/3612] Completed IBBQ in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:17.390804] [INFO ] [sig       ] [1640/3612] Forecasting IBCP...
[2025-12-10T20:26:17.390831] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-10T20:26:17.390860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-10T20:26:17.403163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-10T20:26:17.403677] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-10T20:26:17.404423] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-10T20:26:17.404472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:17.404502] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:17.404528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:17.404611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:17.465167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:17.466071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:17.466158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:17.466189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:17.584444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:17.584631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:17.584672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:17.584699] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:17.588074] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2025-12-10T20:26:17.588349] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-10T20:26:17.588501] [INFO ] [sig       ] IBCP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:17.726760] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBCP.txt
[2025-12-10T20:26:17.726898] [INFO ] [sig       ] [1640/3612] Completed IBCP in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.5m
[2025-12-10T20:26:17.726936] [INFO ] [sig       ] [1641/3612] Forecasting IBEX...
[2025-12-10T20:26:17.726964] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-10T20:26:17.726993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-10T20:26:17.738240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-10T20:26:17.738542] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-10T20:26:17.739308] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-10T20:26:17.739357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:17.739388] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:17.739415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:17.739469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:17.795730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:17.796452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:17.796528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:17.796594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:17.915006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:17.915157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:17.915195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:17.915224] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:17.918478] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-10T20:26:17.918764] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-10T20:26:17.918884] [INFO ] [sig       ] IBEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:18.058420] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBEX.txt
[2025-12-10T20:26:18.058617] [INFO ] [sig       ] [1641/3612] Completed IBEX in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.4m
[2025-12-10T20:26:18.058662] [INFO ] [sig       ] [1642/3612] Forecasting IBM...
[2025-12-10T20:26:18.058696] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-10T20:26:18.058724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-10T20:26:18.069828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-10T20:26:18.070170] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-10T20:26:18.070949] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-10T20:26:18.070999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:18.071030] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:18.071057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:18.071116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:18.126654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:18.127491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:18.127569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:18.127622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:18.248669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:18.248831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:18.248889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:18.248917] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:18.252354] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-10T20:26:18.252684] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-10T20:26:18.252822] [INFO ] [sig       ] IBM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:18.391278] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBM.txt
[2025-12-10T20:26:18.391428] [INFO ] [sig       ] [1642/3612] Completed IBM in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.4m
[2025-12-10T20:26:18.391466] [INFO ] [sig       ] [1643/3612] Forecasting IBN...
[2025-12-10T20:26:18.391495] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-10T20:26:18.391523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-10T20:26:18.403233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-10T20:26:18.403589] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-10T20:26:18.404362] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-10T20:26:18.404414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:18.404446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:18.404474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:18.404529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:18.462964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:18.463891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:18.463971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:18.464002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:18.584847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:18.584988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:18.585026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:18.585053] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:18.588793] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=28.53%)
[2025-12-10T20:26:18.589065] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-10T20:26:18.589188] [INFO ] [sig       ] IBN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:18.730958] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBN.txt
[2025-12-10T20:26:18.731101] [INFO ] [sig       ] [1643/3612] Completed IBN in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.4m
[2025-12-10T20:26:18.731141] [INFO ] [sig       ] [1644/3612] Forecasting IBOC...
[2025-12-10T20:26:18.731168] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-10T20:26:18.731197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-10T20:26:18.743555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-10T20:26:18.743974] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-10T20:26:18.744857] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-10T20:26:18.744908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:18.744941] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:18.744966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:18.745021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:18.801963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:18.802789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:18.802884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:18.802916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:18.921080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:18.921237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:18.921274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:18.921301] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:18.924816] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-10T20:26:18.925095] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-10T20:26:18.925230] [INFO ] [sig       ] IBOC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:19.063107] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBOC.txt
[2025-12-10T20:26:19.063249] [INFO ] [sig       ] [1644/3612] Completed IBOC in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.4m
[2025-12-10T20:26:19.063288] [INFO ] [sig       ] [1645/3612] Forecasting IBP...
[2025-12-10T20:26:19.063315] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-10T20:26:19.063343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-10T20:26:19.076142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-10T20:26:19.076538] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-10T20:26:19.077319] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-10T20:26:19.077368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:19.077427] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:19.077454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:19.077509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:19.135054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:19.135957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:19.136040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:19.136073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:19.258671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:19.258825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:19.258867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:19.258893] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:19.262152] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=71.13%)
[2025-12-10T20:26:19.262435] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-10T20:26:19.262561] [INFO ] [sig       ] IBP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:19.407195] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBP.txt
[2025-12-10T20:26:19.407334] [INFO ] [sig       ] [1645/3612] Completed IBP in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:19.407371] [INFO ] [sig       ] [1646/3612] Forecasting IBRX...
[2025-12-10T20:26:19.407399] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-10T20:26:19.407428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-10T20:26:19.419396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-10T20:26:19.419689] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-10T20:26:19.420445] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-10T20:26:19.420493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:19.420535] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:19.420561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:19.420636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:19.476881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:19.477884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:19.477988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:19.478020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:19.596235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:19.596404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:19.596445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:19.596473] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:19.600589] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-10T20:26:19.600900] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-10T20:26:19.601039] [INFO ] [sig       ] IBRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:19.754028] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBRX.txt
[2025-12-10T20:26:19.754191] [INFO ] [sig       ] [1646/3612] Completed IBRX in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:19.754230] [INFO ] [sig       ] [1647/3612] Forecasting IBTF...
[2025-12-10T20:26:19.754258] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-10T20:26:19.754288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-10T20:26:19.765858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-10T20:26:19.766244] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-10T20:26:19.767036] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-10T20:26:19.767086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:19.767117] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:19.767142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:19.767196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:19.824118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:19.825136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:19.825237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:19.825270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:19.939892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:19.940047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:19.940091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:19.940128] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:19.943653] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-12-10T20:26:19.943943] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-10T20:26:19.944070] [INFO ] [sig       ] IBTF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:20.093858] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTF.txt
[2025-12-10T20:26:20.094009] [INFO ] [sig       ] [1647/3612] Completed IBTF in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:20.094049] [INFO ] [sig       ] [1648/3612] Forecasting IBTG...
[2025-12-10T20:26:20.094077] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-10T20:26:20.094107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-10T20:26:20.106036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-10T20:26:20.106427] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-10T20:26:20.107261] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-10T20:26:20.107312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:20.107346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:20.107373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:20.107430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:20.165938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:20.166672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:20.166751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:20.166785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:20.292159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:20.292511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:20.292551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:20.292631] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:20.296374] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2025-12-10T20:26:20.296694] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-10T20:26:20.296824] [INFO ] [sig       ] IBTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:20.449212] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBTG.txt
[2025-12-10T20:26:20.449364] [INFO ] [sig       ] [1648/3612] Completed IBTG in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:20.449406] [INFO ] [sig       ] [1649/3612] Forecasting IBTH...
[2025-12-10T20:26:20.449436] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-10T20:26:20.449466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-10T20:26:20.462663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-10T20:26:20.463041] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-10T20:26:20.463879] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-10T20:26:20.463934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:20.463966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:20.463994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:20.464051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:20.523493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:20.524394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:20.524478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:20.524509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:20.652707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:20.652890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:20.652942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:20.652972] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:20.657187] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-10T20:26:20.657702] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-10T20:26:20.657860] [INFO ] [sig       ] IBTH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:20.810957] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTH.txt
[2025-12-10T20:26:20.811162] [INFO ] [sig       ] [1649/3612] Completed IBTH in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:20.811212] [INFO ] [sig       ] [1650/3612] Forecasting IBTI...
[2025-12-10T20:26:20.811253] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-10T20:26:20.811288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-10T20:26:20.823497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-10T20:26:20.823885] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-10T20:26:20.824697] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-10T20:26:20.824749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:20.824781] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:20.824809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:20.824867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:20.882430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:20.883297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:20.883376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:20.883407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:21.006184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:21.006344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:21.006381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:21.006410] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:21.009766] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-10T20:26:21.010041] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-10T20:26:21.010163] [INFO ] [sig       ] IBTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:21.148796] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTI.txt
[2025-12-10T20:26:21.148965] [INFO ] [sig       ] [1650/3612] Completed IBTI in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:21.149004] [INFO ] [sig       ] [1651/3612] Forecasting IBTJ...
[2025-12-10T20:26:21.149034] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-10T20:26:21.149064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-10T20:26:21.161085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-10T20:26:21.161485] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-10T20:26:21.162271] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-10T20:26:21.162320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:21.162350] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:21.162376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:21.162429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:21.220275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:21.221205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:21.221314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:21.221352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:21.350137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:21.350304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:21.350347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:21.350377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:21.353888] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-10T20:26:21.354213] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-10T20:26:21.354348] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:21.503424] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTJ.txt
[2025-12-10T20:26:21.503596] [INFO ] [sig       ] [1651/3612] Completed IBTJ in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:21.503637] [INFO ] [sig       ] [1652/3612] Forecasting IBTK...
[2025-12-10T20:26:21.503667] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-10T20:26:21.503695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-10T20:26:21.515314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-10T20:26:21.515706] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-10T20:26:21.516492] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-10T20:26:21.516543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:21.516594] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:21.516623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:21.516679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:21.575323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:21.576170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:21.576255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:21.576287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:21.699263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:21.699413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:21.699451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:21.699478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:21.702886] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2025-12-10T20:26:21.703160] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-10T20:26:21.703285] [INFO ] [sig       ] IBTK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:21.843654] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTK.txt
[2025-12-10T20:26:21.843796] [INFO ] [sig       ] [1652/3612] Completed IBTK in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:21.843836] [INFO ] [sig       ] [1653/3612] Forecasting IBTL...
[2025-12-10T20:26:21.843864] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-10T20:26:21.843892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-10T20:26:21.855706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-10T20:26:21.855980] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-10T20:26:21.856939] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-10T20:26:21.856988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:21.857018] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:21.857043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:21.857096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:21.917127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:21.917863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:21.917941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:21.917974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:22.039461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:22.039628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:22.039667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:22.039715] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:22.043362] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-10T20:26:22.043666] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-10T20:26:22.043790] [INFO ] [sig       ] IBTL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:22.184510] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTL.txt
[2025-12-10T20:26:22.184659] [INFO ] [sig       ] [1653/3612] Completed IBTL in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:22.184701] [INFO ] [sig       ] [1654/3612] Forecasting IBTM...
[2025-12-10T20:26:22.184731] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-10T20:26:22.184762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-10T20:26:22.197469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-10T20:26:22.198035] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-10T20:26:22.198833] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-10T20:26:22.198887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:22.198919] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:22.198946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:22.199008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:22.257947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:22.258678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:22.258756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:22.258789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:22.382310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:22.382467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:22.382506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:22.382536] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:22.385906] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-12-10T20:26:22.386184] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-10T20:26:22.386308] [INFO ] [sig       ] IBTM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:22.532356] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IBTM.txt
[2025-12-10T20:26:22.532494] [INFO ] [sig       ] [1654/3612] Completed IBTM in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:22.532533] [INFO ] [sig       ] [1655/3612] Forecasting IBTO...
[2025-12-10T20:26:22.532561] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-10T20:26:22.532609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-10T20:26:22.547461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-10T20:26:22.548137] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-10T20:26:22.549116] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-10T20:26:22.549172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:22.549207] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:22.549236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:22.549296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:22.612616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:22.613907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:22.614121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:22.614193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:22.746900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:22.747064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:22.747107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:22.747136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:22.750749] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-10T20:26:22.751055] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-10T20:26:22.751196] [INFO ] [sig       ] IBTO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:22.895340] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IBTO.txt
[2025-12-10T20:26:22.895482] [INFO ] [sig       ] [1655/3612] Completed IBTO in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:22.895520] [INFO ] [sig       ] [1656/3612] Forecasting ICE...
[2025-12-10T20:26:22.895549] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-10T20:26:22.895614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-10T20:26:22.907923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-10T20:26:22.908235] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-10T20:26:22.909214] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-10T20:26:22.909264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:22.909294] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:22.909319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:22.909378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:22.971007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:22.972083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:22.972221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:22.972261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:23.099346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:23.099496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:23.099534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:23.099561] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:23.102939] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-10T20:26:23.103226] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-10T20:26:23.103352] [INFO ] [sig       ] ICE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:23.249014] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ICE.txt
[2025-12-10T20:26:23.249150] [INFO ] [sig       ] [1656/3612] Completed ICE in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:23.249190] [INFO ] [sig       ] [1657/3612] Forecasting ICFI...
[2025-12-10T20:26:23.249220] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-10T20:26:23.249251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-10T20:26:23.261550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-10T20:26:23.261892] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-10T20:26:23.262839] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-10T20:26:23.262889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:23.262920] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:23.262957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:23.263019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:23.323134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:23.323918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:23.324000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:23.324032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:23.449825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:23.449979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:23.450017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:23.450044] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:23.453830] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-10T20:26:23.454099] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-10T20:26:23.454221] [INFO ] [sig       ] ICFI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:23.596252] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ICFI.txt
[2025-12-10T20:26:23.596396] [INFO ] [sig       ] [1657/3612] Completed ICFI in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.4m
[2025-12-10T20:26:23.596438] [INFO ] [sig       ] [1658/3612] Forecasting ICL...
[2025-12-10T20:26:23.596468] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-10T20:26:23.596497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-10T20:26:23.608352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-10T20:26:23.608863] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-10T20:26:23.609636] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-10T20:26:23.609685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:23.609724] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:23.609751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:23.609806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:23.667686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:23.668484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:23.668562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:23.668612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:23.794011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:23.794158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:23.794196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:23.794223] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:23.797560] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-10T20:26:23.797878] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-10T20:26:23.798005] [INFO ] [sig       ] ICL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:23.938549] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ICL.txt
[2025-12-10T20:26:23.938756] [INFO ] [sig       ] [1658/3612] Completed ICL in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.3m
[2025-12-10T20:26:23.938808] [INFO ] [sig       ] [1659/3612] Forecasting ICLN...
[2025-12-10T20:26:23.938849] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-10T20:26:23.938890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-10T20:26:23.950483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-10T20:26:23.950833] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-10T20:26:23.951628] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-10T20:26:23.951677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:23.951708] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:23.951733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:23.951788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:24.007919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:24.008670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:24.008747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:24.008779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:24.135668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:24.135839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:24.135877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:24.135905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:24.139221] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-12-10T20:26:24.139495] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-10T20:26:24.139633] [INFO ] [sig       ] ICLN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:24.278286] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ICLN.txt
[2025-12-10T20:26:24.278414] [INFO ] [sig       ] [1659/3612] Completed ICLN in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.3m
[2025-12-10T20:26:24.278452] [INFO ] [sig       ] [1660/3612] Forecasting ICMB...
[2025-12-10T20:26:24.278479] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-10T20:26:24.278507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-10T20:26:24.289494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-10T20:26:24.289773] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-10T20:26:24.290732] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-10T20:26:24.290782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:24.290813] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:24.290840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:24.290894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:24.346506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:24.347120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:24.347194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:24.347226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:24.452985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:24.453128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:24.453165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:24.453193] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:24.456454] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=45.32%)
[2025-12-10T20:26:24.456739] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-10T20:26:24.456858] [INFO ] [sig       ] ICMB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:24.592888] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ICMB.txt
[2025-12-10T20:26:24.593005] [INFO ] [sig       ] [1660/3612] Completed ICMB in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.3m
[2025-12-10T20:26:24.593042] [INFO ] [sig       ] [1661/3612] Forecasting ICOP...
[2025-12-10T20:26:24.593070] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-10T20:26:24.593105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-10T20:26:24.603932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-10T20:26:24.604209] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-10T20:26:24.604965] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-10T20:26:24.605014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:24.605045] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:24.605071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:24.605125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:24.663833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:24.664479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:24.664554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:24.664602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:24.776971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:24.777121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:24.777158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:24.777186] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:24.781275] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-10T20:26:24.781890] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-10T20:26:24.782065] [INFO ] [sig       ] ICOP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:24.922542] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ICOP.txt
[2025-12-10T20:26:24.922687] [INFO ] [sig       ] [1661/3612] Completed ICOP in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.3m
[2025-12-10T20:26:24.922725] [INFO ] [sig       ] [1662/3612] Forecasting ICUI...
[2025-12-10T20:26:24.922753] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-10T20:26:24.922781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-10T20:26:24.935017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-10T20:26:24.935294] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-10T20:26:24.936091] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-10T20:26:24.936140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:24.936195] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:24.936222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:24.936280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:24.993157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:24.993809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:24.993885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:24.993916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:25.113106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:25.113262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:25.113304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:25.113331] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:25.116623] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=67.48%)
[2025-12-10T20:26:25.116892] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-10T20:26:25.117010] [INFO ] [sig       ] ICUI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:25.256724] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ICUI.txt
[2025-12-10T20:26:25.256873] [INFO ] [sig       ] [1662/3612] Completed ICUI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:25.256912] [INFO ] [sig       ] [1663/3612] Forecasting IDA...
[2025-12-10T20:26:25.256941] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-10T20:26:25.256972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-10T20:26:25.268883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-10T20:26:25.269183] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-10T20:26:25.269955] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-10T20:26:25.270005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:25.270036] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:25.270062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:25.270115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:25.327430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:25.328079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:25.328159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:25.328190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:25.449775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:25.449880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:25.449914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:25.449941] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:25.453079] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-10T20:26:25.453362] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-10T20:26:25.453489] [INFO ] [sig       ] IDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:25.594099] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IDA.txt
[2025-12-10T20:26:25.594203] [INFO ] [sig       ] [1663/3612] Completed IDA in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:25.594241] [INFO ] [sig       ] [1664/3612] Forecasting IDAI...
[2025-12-10T20:26:25.594274] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-10T20:26:25.594308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-10T20:26:25.605692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-10T20:26:25.605961] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-10T20:26:25.606725] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-10T20:26:25.606775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:25.606806] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:25.606832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:25.606885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:25.664966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:25.665539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:25.665630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:25.665661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:25.786753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:25.786862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:25.786896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:25.786922] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:25.790295] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-10T20:26:25.790746] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-10T20:26:25.790869] [INFO ] [sig       ] IDAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:25.927812] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IDAI.txt
[2025-12-10T20:26:25.927918] [INFO ] [sig       ] [1664/3612] Completed IDAI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:25.927954] [INFO ] [sig       ] [1665/3612] Forecasting IDCC...
[2025-12-10T20:26:25.927981] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-10T20:26:25.928009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-10T20:26:25.939070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-10T20:26:25.939341] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-10T20:26:25.940105] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-10T20:26:25.940153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:25.940183] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:25.940208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:25.940262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:25.995961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:25.996535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:25.996627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:25.996658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:26.112311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:26.112435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:26.112471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:26.112528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:26.115729] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-10T20:26:26.115994] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-10T20:26:26.116110] [INFO ] [sig       ] IDCC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:26.252788] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IDCC.txt
[2025-12-10T20:26:26.252892] [INFO ] [sig       ] [1665/3612] Completed IDCC in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:26.252928] [INFO ] [sig       ] [1666/3612] Forecasting IDE...
[2025-12-10T20:26:26.252954] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-10T20:26:26.252982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-10T20:26:26.263700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-10T20:26:26.263966] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-10T20:26:26.264722] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-10T20:26:26.264771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:26.264801] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:26.264827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:26.264881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:26.320302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:26.320923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:26.321009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:26.321042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:26.439155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:26.439266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:26.439305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:26.439337] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:26.442550] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-12-10T20:26:26.442829] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-10T20:26:26.442949] [INFO ] [sig       ] IDE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:26.580553] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IDE.txt
[2025-12-10T20:26:26.580671] [INFO ] [sig       ] [1666/3612] Completed IDE in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:26.580708] [INFO ] [sig       ] [1667/3612] Forecasting IDN...
[2025-12-10T20:26:26.580735] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-10T20:26:26.580763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-10T20:26:26.591750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-10T20:26:26.592021] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-10T20:26:26.592780] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-10T20:26:26.592829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:26.592859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:26.592885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:26.592940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:26.650880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:26.651472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:26.651546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:26.651592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:26.770703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:26.770852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:26.770890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:26.770918] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:26.774217] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-10T20:26:26.774487] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-10T20:26:26.774624] [INFO ] [sig       ] IDN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:26.917828] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IDN.txt
[2025-12-10T20:26:26.917992] [INFO ] [sig       ] [1667/3612] Completed IDN in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:26.918031] [INFO ] [sig       ] [1668/3612] Forecasting IDXX...
[2025-12-10T20:26:26.918059] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-10T20:26:26.918092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-10T20:26:26.929782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-10T20:26:26.930135] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-10T20:26:26.930900] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-10T20:26:26.930950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:26.930979] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:26.931004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:26.931058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:26.987270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:26.988070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:26.988149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:26.988180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:27.106415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:27.106587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:27.106630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:27.106657] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:27.110353] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-10T20:26:27.110641] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-10T20:26:27.110762] [INFO ] [sig       ] IDXX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:27.253766] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IDXX.txt
[2025-12-10T20:26:27.253901] [INFO ] [sig       ] [1668/3612] Completed IDXX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:27.253939] [INFO ] [sig       ] [1669/3612] Forecasting IDYA...
[2025-12-10T20:26:27.253967] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-10T20:26:27.253996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-10T20:26:27.265972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-10T20:26:27.266312] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-10T20:26:27.267083] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-10T20:26:27.267132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:27.267163] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:27.267189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:27.267252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:27.326884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:27.327760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:27.327843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:27.327875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:27.450638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:27.450790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:27.450828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:27.450855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:27.454093] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=44.64%)
[2025-12-10T20:26:27.454360] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-10T20:26:27.454481] [INFO ] [sig       ] IDYA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:27.593518] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IDYA.txt
[2025-12-10T20:26:27.593664] [INFO ] [sig       ] [1669/3612] Completed IDYA in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:27.593703] [INFO ] [sig       ] [1670/3612] Forecasting IEF...
[2025-12-10T20:26:27.593731] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-10T20:26:27.593760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-10T20:26:27.605031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-10T20:26:27.605320] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-10T20:26:27.606073] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-10T20:26:27.606134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:27.606165] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:27.606191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:27.606246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:27.664094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:27.664887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:27.664964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:27.664994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:27.790492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:27.790681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:27.790721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:27.790748] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:27.794163] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-10T20:26:27.794437] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-10T20:26:27.794560] [INFO ] [sig       ] IEF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:27.937475] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IEF.txt
[2025-12-10T20:26:27.937811] [INFO ] [sig       ] [1670/3612] Completed IEF in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:27.937850] [INFO ] [sig       ] [1671/3612] Forecasting IEI...
[2025-12-10T20:26:27.937878] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-10T20:26:27.937906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-10T20:26:27.949512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-10T20:26:27.949830] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-10T20:26:27.950614] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-10T20:26:27.950664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:27.950694] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:27.950719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:27.950774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:28.009232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:28.010000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:28.010080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:28.010111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:28.133219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:28.133377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:28.133415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:28.133442] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:28.137039] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-10T20:26:28.137305] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-10T20:26:28.137428] [INFO ] [sig       ] IEI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:28.281051] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IEI.txt
[2025-12-10T20:26:28.281187] [INFO ] [sig       ] [1671/3612] Completed IEI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:28.281225] [INFO ] [sig       ] [1672/3612] Forecasting IEP...
[2025-12-10T20:26:28.281253] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-10T20:26:28.281282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-10T20:26:28.292209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-10T20:26:28.292716] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-10T20:26:28.293463] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-10T20:26:28.293512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:28.293543] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:28.293585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:28.293643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:28.351959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:28.352810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:28.352931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:28.352965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:28.479061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:28.479221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:28.479260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:28.479289] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:28.482624] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-10T20:26:28.482904] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-10T20:26:28.483026] [INFO ] [sig       ] IEP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:28.630778] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IEP.txt
[2025-12-10T20:26:28.630929] [INFO ] [sig       ] [1672/3612] Completed IEP in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:28.630966] [INFO ] [sig       ] [1673/3612] Forecasting IESC...
[2025-12-10T20:26:28.630995] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-10T20:26:28.631024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-10T20:26:28.642964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-10T20:26:28.643295] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-10T20:26:28.644091] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-10T20:26:28.644140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:28.644170] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:28.644196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:28.644252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:28.703766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:28.704622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:28.704705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:28.704736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:28.824968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:28.825124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:28.825163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:28.825191] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:28.828475] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-10T20:26:28.828766] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-10T20:26:28.828889] [INFO ] [sig       ] IESC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:28.968441] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IESC.txt
[2025-12-10T20:26:28.968613] [INFO ] [sig       ] [1673/3612] Completed IESC in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:28.968661] [INFO ] [sig       ] [1674/3612] Forecasting IEX...
[2025-12-10T20:26:28.968690] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-10T20:26:28.968721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-10T20:26:28.981046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-10T20:26:28.981470] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-10T20:26:28.982446] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-10T20:26:28.982500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:28.982532] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:28.982558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:28.982633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:29.040344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:29.041224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:29.041310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:29.041343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:29.161298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:29.161452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:29.161490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:29.161518] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:29.165194] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=37.35%)
[2025-12-10T20:26:29.165465] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-10T20:26:29.165602] [INFO ] [sig       ] IEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:29.309828] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IEX.txt
[2025-12-10T20:26:29.309960] [INFO ] [sig       ] [1674/3612] Completed IEX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.3m
[2025-12-10T20:26:29.309999] [INFO ] [sig       ] [1675/3612] Forecasting IFF...
[2025-12-10T20:26:29.310027] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-10T20:26:29.310056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-10T20:26:29.321279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-10T20:26:29.321633] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-10T20:26:29.322448] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-10T20:26:29.322501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:29.322534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:29.322560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:29.322658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:29.381761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:29.382471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:29.382550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:29.382602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:29.505954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:29.506101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:29.506138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:29.506166] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:29.509450] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-10T20:26:29.509747] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-10T20:26:29.509886] [INFO ] [sig       ] IFF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:29.651854] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IFF.txt
[2025-12-10T20:26:29.652032] [INFO ] [sig       ] [1675/3612] Completed IFF in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.2m
[2025-12-10T20:26:29.652087] [INFO ] [sig       ] [1676/3612] Forecasting IFN...
[2025-12-10T20:26:29.652128] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-10T20:26:29.652170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-10T20:26:29.663966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-10T20:26:29.664303] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-10T20:26:29.665163] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-10T20:26:29.665216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:29.665248] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:29.665276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:29.665333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:29.724437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:29.725226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:29.725305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:29.725387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:29.844346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:29.844508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:29.844548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:29.844597] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:29.848171] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-12-10T20:26:29.848526] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-10T20:26:29.848687] [INFO ] [sig       ] IFN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:29.998887] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IFN.txt
[2025-12-10T20:26:29.999068] [INFO ] [sig       ] [1676/3612] Completed IFN in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.2m
[2025-12-10T20:26:29.999115] [INFO ] [sig       ] [1677/3612] Forecasting IFS...
[2025-12-10T20:26:29.999144] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-10T20:26:29.999175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-10T20:26:30.011844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-10T20:26:30.012225] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-10T20:26:30.013106] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-10T20:26:30.013158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:30.013190] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:30.013217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:30.013273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:30.076854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:30.077764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:30.077846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:30.077878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:30.209372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:30.209526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:30.209601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:30.209635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:30.213425] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-10T20:26:30.213784] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-10T20:26:30.213927] [INFO ] [sig       ] IFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:30.372275] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IFS.txt
[2025-12-10T20:26:30.372421] [INFO ] [sig       ] [1677/3612] Completed IFS in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 11.2m
[2025-12-10T20:26:30.372461] [INFO ] [sig       ] [1678/3612] Forecasting IGA...
[2025-12-10T20:26:30.372489] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-10T20:26:30.372518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-10T20:26:30.384430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-10T20:26:30.384730] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-10T20:26:30.385469] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-10T20:26:30.385519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:30.385550] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:30.385593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:30.385833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:30.445043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:30.445728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:30.445801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:30.445832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:30.566407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:30.566555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:30.566798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:30.566828] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:30.570841] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-10T20:26:30.571127] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-10T20:26:30.571246] [INFO ] [sig       ] IGA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:30.718694] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IGA.txt
[2025-12-10T20:26:30.718841] [INFO ] [sig       ] [1678/3612] Completed IGA in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.2m
[2025-12-10T20:26:30.718879] [INFO ] [sig       ] [1679/3612] Forecasting IGD...
[2025-12-10T20:26:30.718907] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-10T20:26:30.718938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-10T20:26:30.730733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-10T20:26:30.731075] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-10T20:26:30.732047] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-10T20:26:30.732097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:30.732154] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:30.732181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:30.732236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:30.792424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:30.793311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:30.793410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:30.793444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:30.910862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:30.911009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:30.911046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:30.911074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:30.914593] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2025-12-10T20:26:30.914868] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-10T20:26:30.914992] [INFO ] [sig       ] IGD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:31.058341] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IGD.txt
[2025-12-10T20:26:31.058463] [INFO ] [sig       ] [1679/3612] Completed IGD in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.2m
[2025-12-10T20:26:31.058499] [INFO ] [sig       ] [1680/3612] Forecasting IGF...
[2025-12-10T20:26:31.058527] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-10T20:26:31.058556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-10T20:26:31.071306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-10T20:26:31.071737] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-10T20:26:31.072548] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-10T20:26:31.072625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:31.072658] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:31.072683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:31.072739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:31.135837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:31.137013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:31.137115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:31.137150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:31.274847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:31.274996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:31.275038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:31.275067] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:31.278683] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-10T20:26:31.279015] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-10T20:26:31.279154] [INFO ] [sig       ] IGF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:31.436393] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IGF.txt
[2025-12-10T20:26:31.436584] [INFO ] [sig       ] [1680/3612] Completed IGF in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:31.436631] [INFO ] [sig       ] [1681/3612] Forecasting IGI...
[2025-12-10T20:26:31.436661] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-10T20:26:31.436691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-10T20:26:31.450202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-10T20:26:31.450623] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-10T20:26:31.451445] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-10T20:26:31.451498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:31.451530] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:31.451570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:31.451650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:31.518987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:31.519954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:31.520055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:31.520089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:31.631230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:31.631383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:31.631422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:31.631448] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:31.635247] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-10T20:26:31.635665] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-10T20:26:31.636007] [INFO ] [sig       ] IGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:31.788318] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IGI.txt
[2025-12-10T20:26:31.788477] [INFO ] [sig       ] [1681/3612] Completed IGI in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:31.788516] [INFO ] [sig       ] [1682/3612] Forecasting IGIB...
[2025-12-10T20:26:31.788545] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-10T20:26:31.788600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-10T20:26:31.800882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-10T20:26:31.801292] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-10T20:26:31.802334] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-10T20:26:31.802391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:31.802423] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:31.802449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:31.802505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:31.864184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:31.865095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:31.865178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:31.865211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:31.999030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:31.999204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:31.999257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:31.999334] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:32.003896] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-10T20:26:32.004312] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-10T20:26:32.004475] [INFO ] [sig       ] IGIB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:32.166399] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IGIB.txt
[2025-12-10T20:26:32.166630] [INFO ] [sig       ] [1682/3612] Completed IGIB in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:32.166685] [INFO ] [sig       ] [1683/3612] Forecasting IGIC...
[2025-12-10T20:26:32.166722] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-10T20:26:32.166760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-10T20:26:32.179389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-10T20:26:32.179996] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-10T20:26:32.181130] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-10T20:26:32.181190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:32.181230] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:32.181258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:32.181316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:32.245236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:32.246193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:32.246282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:32.246315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:32.376063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:32.376216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:32.376255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:32.376284] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:32.379932] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=40.99%)
[2025-12-10T20:26:32.380273] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-10T20:26:32.380411] [INFO ] [sig       ] IGIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:32.522507] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IGIC.txt
[2025-12-10T20:26:32.522655] [INFO ] [sig       ] [1683/3612] Completed IGIC in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:32.522697] [INFO ] [sig       ] [1684/3612] Forecasting IGSB...
[2025-12-10T20:26:32.522736] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-10T20:26:32.522766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-10T20:26:32.534533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-10T20:26:32.534833] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-10T20:26:32.535619] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-10T20:26:32.535670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:32.535701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:32.535728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:32.535785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:32.595625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:32.596265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:32.596343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:32.596375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:32.716956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:32.717100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:32.717138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:32.717166] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:32.720482] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-10T20:26:32.720772] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-10T20:26:32.720895] [INFO ] [sig       ] IGSB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:32.862911] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IGSB.txt
[2025-12-10T20:26:32.863057] [INFO ] [sig       ] [1684/3612] Completed IGSB in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:32.863097] [INFO ] [sig       ] [1685/3612] Forecasting IHD...
[2025-12-10T20:26:32.863133] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-10T20:26:32.863165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-10T20:26:32.880075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-10T20:26:32.880345] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-10T20:26:32.881112] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-10T20:26:32.881163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:32.881194] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:32.881220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:32.881275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:32.937957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:32.938636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:32.938722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:32.938753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:33.057756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:33.057897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:33.057934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:33.057961] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:33.061272] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-10T20:26:33.061544] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-10T20:26:33.061685] [INFO ] [sig       ] IHD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:33.205285] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IHD.txt
[2025-12-10T20:26:33.205422] [INFO ] [sig       ] [1685/3612] Completed IHD in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:33.205462] [INFO ] [sig       ] [1686/3612] Forecasting IHG...
[2025-12-10T20:26:33.205491] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-10T20:26:33.205519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-10T20:26:33.414955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-10T20:26:33.415301] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-10T20:26:33.416325] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-10T20:26:33.416377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:33.416407] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:33.416433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:33.416487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:33.474547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:33.475529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:33.475627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:33.475660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:33.595212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:33.595355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:33.595394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:33.595422] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:33.599137] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-10T20:26:33.599407] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-10T20:26:33.599535] [INFO ] [sig       ] IHG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:33.741616] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IHG.txt
[2025-12-10T20:26:33.741969] [INFO ] [sig       ] [1686/3612] Completed IHG in 0.5s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:33.742009] [INFO ] [sig       ] [1687/3612] Forecasting IHS...
[2025-12-10T20:26:33.742037] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-10T20:26:33.742066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-10T20:26:33.801569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-10T20:26:33.801894] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-10T20:26:33.802667] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-10T20:26:33.802717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:33.802747] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:33.802773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:33.802828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:33.859857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:33.860481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:33.860556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:33.860605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:33.977763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:33.977904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:33.977940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:33.977967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:33.981739] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-10T20:26:33.982006] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-10T20:26:33.982126] [INFO ] [sig       ] IHS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:34.126834] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IHS.txt
[2025-12-10T20:26:34.126983] [INFO ] [sig       ] [1687/3612] Completed IHS in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:34.127021] [INFO ] [sig       ] [1688/3612] Forecasting IIF...
[2025-12-10T20:26:34.127050] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-10T20:26:34.127080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-10T20:26:34.138170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-10T20:26:34.138533] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-10T20:26:34.139335] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-10T20:26:34.139388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:34.139418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:34.139445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:34.139504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:34.198130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:34.199010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:34.199091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:34.199123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:34.315528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:34.315696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:34.315735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:34.315764] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:34.319598] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-10T20:26:34.319886] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-10T20:26:34.320014] [INFO ] [sig       ] IIF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:34.469466] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IIF.txt
[2025-12-10T20:26:34.469614] [INFO ] [sig       ] [1688/3612] Completed IIF in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:34.469654] [INFO ] [sig       ] [1689/3612] Forecasting III...
[2025-12-10T20:26:34.469683] [INFO ] [sig       ] Generating forecast for: III
[2025-12-10T20:26:34.469711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-10T20:26:34.481356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-10T20:26:34.481644] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-10T20:26:34.482606] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-10T20:26:34.482656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:34.482685] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:34.482711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:34.482764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:34.542399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:34.543161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:34.543237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:34.543297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:34.665225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:34.665404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:34.665443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:34.665471] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:34.669176] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-10T20:26:34.669442] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-10T20:26:34.669599] [INFO ] [sig       ] III: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:34.820311] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/III.txt
[2025-12-10T20:26:34.820441] [INFO ] [sig       ] [1689/3612] Completed III in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:34.820478] [INFO ] [sig       ] [1690/3612] Forecasting IIIN...
[2025-12-10T20:26:34.820510] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-10T20:26:34.820540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-10T20:26:34.832506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-10T20:26:34.832798] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-10T20:26:34.833537] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-10T20:26:34.833609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:34.833642] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:34.833668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:34.833723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:34.891615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:34.892346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:34.892423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:34.892454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:35.015187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:35.015344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:35.015383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:35.015410] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:35.018919] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-10T20:26:35.019184] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-10T20:26:35.019303] [INFO ] [sig       ] IIIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:35.162189] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IIIN.txt
[2025-12-10T20:26:35.162316] [INFO ] [sig       ] [1690/3612] Completed IIIN in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:35.162354] [INFO ] [sig       ] [1691/3612] Forecasting IIM...
[2025-12-10T20:26:35.162382] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-10T20:26:35.162410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-10T20:26:35.174743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-10T20:26:35.175015] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-10T20:26:35.175960] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-10T20:26:35.176010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:35.176040] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:35.176065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:35.176118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:35.234312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:35.235234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:35.235312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:35.235344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:35.351925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:35.352077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:35.352115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:35.352143] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:35.355398] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-10T20:26:35.355687] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-10T20:26:35.355803] [INFO ] [sig       ] IIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:35.503440] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IIM.txt
[2025-12-10T20:26:35.503565] [INFO ] [sig       ] [1691/3612] Completed IIM in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:35.503621] [INFO ] [sig       ] [1692/3612] Forecasting ILMN...
[2025-12-10T20:26:35.503650] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-10T20:26:35.503678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-10T20:26:35.515650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-10T20:26:35.516170] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-10T20:26:35.517116] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-10T20:26:35.517166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:35.517196] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:35.517222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:35.517277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:35.575281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:35.575965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:35.576058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:35.576089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:35.699054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:35.699205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:35.699244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:35.699272] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:35.702552] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-10T20:26:35.702835] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-10T20:26:35.702955] [INFO ] [sig       ] ILMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:35.844472] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ILMN.txt
[2025-12-10T20:26:35.844672] [INFO ] [sig       ] [1692/3612] Completed ILMN in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.2m
[2025-12-10T20:26:35.844713] [INFO ] [sig       ] [1693/3612] Forecasting IMAX...
[2025-12-10T20:26:35.844742] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-10T20:26:35.844771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-10T20:26:35.855868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-10T20:26:35.856128] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-10T20:26:35.856884] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-10T20:26:35.856934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:35.856965] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:35.856990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:35.857045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:35.914334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:35.915040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:35.915117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:35.915148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:36.035020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:36.035172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:36.035209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:36.035236] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:36.038589] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-10T20:26:36.038859] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-10T20:26:36.038979] [INFO ] [sig       ] IMAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:36.185667] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IMAX.txt
[2025-12-10T20:26:36.185814] [INFO ] [sig       ] [1693/3612] Completed IMAX in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.1m
[2025-12-10T20:26:36.185855] [INFO ] [sig       ] [1694/3612] Forecasting IMKTA...
[2025-12-10T20:26:36.185883] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-10T20:26:36.185912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-10T20:26:36.196886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-10T20:26:36.197254] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-10T20:26:36.198118] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-10T20:26:36.198182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:36.198213] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:36.198238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:36.198292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:36.256421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:36.257296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:36.257382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:36.257415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:36.375346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:36.375507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:36.375551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:36.375598] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:36.379301] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=51.11%)
[2025-12-10T20:26:36.379596] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-10T20:26:36.379726] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:36.520917] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IMKTA.txt
[2025-12-10T20:26:36.521043] [INFO ] [sig       ] [1694/3612] Completed IMKTA in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.1m
[2025-12-10T20:26:36.521080] [INFO ] [sig       ] [1695/3612] Forecasting IMMP...
[2025-12-10T20:26:36.521109] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-10T20:26:36.521137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-10T20:26:36.532695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-10T20:26:36.532952] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-10T20:26:36.533713] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-10T20:26:36.533762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:36.533793] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:36.533820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:36.533874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:36.591016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:36.591619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:36.591706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:36.591737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:36.709304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:36.709452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:36.709490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:36.709518] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:36.712977] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-12-10T20:26:36.713241] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-10T20:26:36.713356] [INFO ] [sig       ] IMMP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:36.852987] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IMMP.txt
[2025-12-10T20:26:36.853089] [INFO ] [sig       ] [1695/3612] Completed IMMP in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 11.1m
[2025-12-10T20:26:36.853126] [INFO ] [sig       ] [1696/3612] Forecasting IMMX...
[2025-12-10T20:26:36.853154] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-10T20:26:36.853182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-10T20:26:36.864596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-10T20:26:36.864859] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-10T20:26:36.865613] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-10T20:26:36.865662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:36.865718] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:36.865745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:36.865799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:36.924256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:36.925050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:36.925128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:36.925160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:37.043868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:37.044017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:37.044054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:37.044081] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:37.047692] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-12-10T20:26:37.047973] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-10T20:26:37.048092] [INFO ] [sig       ] IMMX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:37.189322] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IMMX.txt
[2025-12-10T20:26:37.189431] [INFO ] [sig       ] [1696/3612] Completed IMMX in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:37.189469] [INFO ] [sig       ] [1697/3612] Forecasting IMNM...
[2025-12-10T20:26:37.189498] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-10T20:26:37.189532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-10T20:26:37.201212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-10T20:26:37.201483] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-10T20:26:37.202239] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-10T20:26:37.202289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:37.202320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:37.202346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:37.202402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:37.261296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:37.262053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:37.262127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:37.262158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:37.390601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:37.390965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:37.391011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:37.391038] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:37.394561] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-10T20:26:37.394846] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-10T20:26:37.394964] [INFO ] [sig       ] IMNM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:37.536369] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IMNM.txt
[2025-12-10T20:26:37.536502] [INFO ] [sig       ] [1697/3612] Completed IMNM in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:37.536540] [INFO ] [sig       ] [1698/3612] Forecasting IMNN...
[2025-12-10T20:26:37.536584] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-10T20:26:37.536616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-10T20:26:37.548616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-10T20:26:37.548880] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-10T20:26:37.549641] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-10T20:26:37.549880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:37.549911] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:37.549937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:37.549992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:37.608383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:37.609202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:37.609276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:37.609307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:37.731186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:37.731339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:37.731379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:37.731406] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:37.734885] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-10T20:26:37.735151] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-10T20:26:37.735270] [INFO ] [sig       ] IMNN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:37.878978] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IMNN.txt
[2025-12-10T20:26:37.879103] [INFO ] [sig       ] [1698/3612] Completed IMNN in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:37.879139] [INFO ] [sig       ] [1699/3612] Forecasting IMOS...
[2025-12-10T20:26:37.879168] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-10T20:26:37.879197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-10T20:26:37.890457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-10T20:26:37.890727] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-10T20:26:37.891459] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-10T20:26:37.891508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:37.891539] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:37.891565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:37.891640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:37.948618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:37.949315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:37.949393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:37.949424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:38.069623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:38.069755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:38.069791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:38.069847] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:38.073056] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-10T20:26:38.073353] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-10T20:26:38.073472] [INFO ] [sig       ] IMOS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:38.224308] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IMOS.txt
[2025-12-10T20:26:38.224457] [INFO ] [sig       ] [1699/3612] Completed IMOS in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:38.224497] [INFO ] [sig       ] [1700/3612] Forecasting IMPP...
[2025-12-10T20:26:38.224524] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-10T20:26:38.224553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-10T20:26:38.238073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-10T20:26:38.238522] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-10T20:26:38.239512] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-10T20:26:38.239592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:38.239638] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:38.239675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:38.239749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:38.301158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:38.302094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:38.302182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:38.302216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:38.421949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:38.422097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:38.422135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:38.422163] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:38.425562] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-10T20:26:38.425847] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-10T20:26:38.425965] [INFO ] [sig       ] IMPP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:38.569733] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IMPP.txt
[2025-12-10T20:26:38.569884] [INFO ] [sig       ] [1700/3612] Completed IMPP in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:38.569922] [INFO ] [sig       ] [1701/3612] Forecasting IMRX...
[2025-12-10T20:26:38.569950] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-10T20:26:38.569978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-10T20:26:38.581855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-10T20:26:38.582170] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-10T20:26:38.582942] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-10T20:26:38.582992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:38.583023] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:38.583049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:38.583104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:38.641487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:38.642278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:38.642358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:38.642390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:38.766454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:38.766643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:38.766685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:38.766713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:38.770384] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-10T20:26:38.770707] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-10T20:26:38.771013] [INFO ] [sig       ] IMRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:38.975126] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IMRX.txt
[2025-12-10T20:26:38.975273] [INFO ] [sig       ] [1701/3612] Completed IMRX in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:38.975313] [INFO ] [sig       ] [1702/3612] Forecasting IMTX...
[2025-12-10T20:26:38.975341] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-10T20:26:38.975371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-10T20:26:38.987297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-10T20:26:38.987609] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-10T20:26:38.988609] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-10T20:26:38.988661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:38.988696] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:38.988724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:38.988780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:39.050533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:39.051273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:39.051354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:39.051386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:39.175117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:39.175263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:39.175301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:39.175328] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:39.178650] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-10T20:26:39.179104] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-10T20:26:39.179226] [INFO ] [sig       ] IMTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:39.324638] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IMTX.txt
[2025-12-10T20:26:39.324775] [INFO ] [sig       ] [1702/3612] Completed IMTX in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:39.324815] [INFO ] [sig       ] [1703/3612] Forecasting IMXI...
[2025-12-10T20:26:39.324844] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-10T20:26:39.324872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-10T20:26:39.337017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-10T20:26:39.337324] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-10T20:26:39.338358] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-10T20:26:39.338409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:39.338442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:39.338467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:39.338522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:39.401212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:39.401962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:39.402040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:39.402073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:39.526601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:39.526754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:39.526794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:39.526821] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:39.531069] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-10T20:26:39.531354] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-10T20:26:39.531482] [INFO ] [sig       ] IMXI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:39.676621] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IMXI.txt
[2025-12-10T20:26:39.676755] [INFO ] [sig       ] [1703/3612] Completed IMXI in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:39.676794] [INFO ] [sig       ] [1704/3612] Forecasting INAB...
[2025-12-10T20:26:39.676822] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-10T20:26:39.676850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-10T20:26:39.691019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-10T20:26:39.691459] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-10T20:26:39.692303] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-10T20:26:39.692356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:39.692386] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:39.692412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:39.692467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:39.751252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:39.752144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:39.752229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:39.752260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:39.874874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:39.875030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:39.875070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:39.875102] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:39.878797] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-12-10T20:26:39.879134] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-10T20:26:39.879267] [INFO ] [sig       ] INAB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:40.032337] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INAB.txt
[2025-12-10T20:26:40.032490] [INFO ] [sig       ] [1704/3612] Completed INAB in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:40.032530] [INFO ] [sig       ] [1705/3612] Forecasting INBK...
[2025-12-10T20:26:40.032559] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-10T20:26:40.032607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-10T20:26:40.044505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-10T20:26:40.044887] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-10T20:26:40.045688] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-10T20:26:40.045752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:40.045786] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:40.045814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:40.045871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:40.104515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:40.105364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:40.105446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:40.105478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:40.221616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:40.221763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:40.221801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:40.221828] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:40.225073] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=27.82%)
[2025-12-10T20:26:40.225335] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-10T20:26:40.225454] [INFO ] [sig       ] INBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:40.362870] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INBK.txt
[2025-12-10T20:26:40.362994] [INFO ] [sig       ] [1705/3612] Completed INBK in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:40.363031] [INFO ] [sig       ] [1706/3612] Forecasting INBX...
[2025-12-10T20:26:40.363058] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-10T20:26:40.363087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-10T20:26:40.375034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-10T20:26:40.375371] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-10T20:26:40.376182] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-10T20:26:40.376233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:40.376266] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:40.376293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:40.376349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:40.433657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:40.434253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:40.434359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:40.434392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:40.559470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:40.559624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:40.559676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:40.559706] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:40.563169] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-12-10T20:26:40.563451] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-10T20:26:40.563599] [INFO ] [sig       ] INBX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:40.715886] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INBX.txt
[2025-12-10T20:26:40.716009] [INFO ] [sig       ] [1706/3612] Completed INBX in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:40.716046] [INFO ] [sig       ] [1707/3612] Forecasting INCY...
[2025-12-10T20:26:40.716074] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-10T20:26:40.716102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-10T20:26:40.728101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-10T20:26:40.728381] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-10T20:26:40.729172] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-10T20:26:40.729221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:40.729251] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:40.729277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:40.729332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:40.786604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:40.787239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:40.787315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:40.787347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:40.908877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:40.909028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:40.909066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:40.909095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:40.912422] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-12-10T20:26:40.912707] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-10T20:26:40.912831] [INFO ] [sig       ] INCY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:41.064071] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INCY.txt
[2025-12-10T20:26:41.064229] [INFO ] [sig       ] [1707/3612] Completed INCY in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:41.064269] [INFO ] [sig       ] [1708/3612] Forecasting INDB...
[2025-12-10T20:26:41.064297] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-10T20:26:41.064326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-10T20:26:41.075869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-10T20:26:41.076235] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-10T20:26:41.077019] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-10T20:26:41.077069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:41.077100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:41.077126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:41.077181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:41.137675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:41.138569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:41.138675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:41.138708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:41.256312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:41.256463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:41.256501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:41.256530] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:41.260229] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-12-10T20:26:41.260493] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-10T20:26:41.260633] [INFO ] [sig       ] INDB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:41.400795] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INDB.txt
[2025-12-10T20:26:41.400918] [INFO ] [sig       ] [1708/3612] Completed INDB in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:41.400962] [INFO ] [sig       ] [1709/3612] Forecasting INDI...
[2025-12-10T20:26:41.400990] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-10T20:26:41.401018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-10T20:26:41.412418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-10T20:26:41.412720] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-10T20:26:41.413677] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-10T20:26:41.413726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:41.413758] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:41.413783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:41.413838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:41.470968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:41.471613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:41.471687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:41.471718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:41.591807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:41.591946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:41.591983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:41.592011] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:41.595232] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-10T20:26:41.595496] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-10T20:26:41.595631] [INFO ] [sig       ] INDI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:41.736426] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INDI.txt
[2025-12-10T20:26:41.736568] [INFO ] [sig       ] [1709/3612] Completed INDI in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.1m
[2025-12-10T20:26:41.736623] [INFO ] [sig       ] [1710/3612] Forecasting INDP...
[2025-12-10T20:26:41.736651] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-10T20:26:41.736682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-10T20:26:41.748105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-10T20:26:41.748381] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-10T20:26:41.749360] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-10T20:26:41.749411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:41.749444] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:41.749470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:41.749526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:41.810445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:41.811065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:41.811144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:41.811176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:41.920474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:41.920650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:41.920705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:41.920735] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:41.924157] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-10T20:26:41.924460] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-10T20:26:41.924599] [INFO ] [sig       ] INDP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:42.065348] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INDP.txt
[2025-12-10T20:26:42.065479] [INFO ] [sig       ] [1710/3612] Completed INDP in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.0m
[2025-12-10T20:26:42.065517] [INFO ] [sig       ] [1711/3612] Forecasting INDY...
[2025-12-10T20:26:42.065546] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-10T20:26:42.065595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-10T20:26:42.077615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-10T20:26:42.077956] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-10T20:26:42.078750] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-10T20:26:42.078802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:42.078834] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:42.078862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:42.078918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:42.136061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:42.136709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:42.136786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:42.136818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:42.261373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:42.261519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:42.261557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:42.261602] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:42.264840] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-10T20:26:42.265101] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-10T20:26:42.265218] [INFO ] [sig       ] INDY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:42.407762] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INDY.txt
[2025-12-10T20:26:42.407891] [INFO ] [sig       ] [1711/3612] Completed INDY in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.0m
[2025-12-10T20:26:42.407928] [INFO ] [sig       ] [1712/3612] Forecasting INFY...
[2025-12-10T20:26:42.407976] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-10T20:26:42.408006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-10T20:26:42.420739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-10T20:26:42.421040] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-10T20:26:42.421815] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-10T20:26:42.421865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:42.421896] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:42.421923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:42.421977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:42.480721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:42.481538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:42.481651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:42.481708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:42.613590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:42.613744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:42.613804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:42.613835] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:42.617333] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=40.10%)
[2025-12-10T20:26:42.617652] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-10T20:26:42.617827] [INFO ] [sig       ] INFY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:42.763108] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INFY.txt
[2025-12-10T20:26:42.763245] [INFO ] [sig       ] [1712/3612] Completed INFY in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 11.0m
[2025-12-10T20:26:42.763283] [INFO ] [sig       ] [1713/3612] Forecasting ING...
[2025-12-10T20:26:42.763311] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-10T20:26:42.763339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-10T20:26:42.774430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-10T20:26:42.774731] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-10T20:26:42.775479] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-10T20:26:42.775528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:42.775600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:42.775629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:42.775684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:42.835441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:42.836075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:42.836151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:42.836184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:42.961537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:42.961710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:42.961751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:42.961779] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:42.965158] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-10T20:26:42.965431] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-10T20:26:42.965561] [INFO ] [sig       ] ING: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:43.109601] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ING.txt
[2025-12-10T20:26:43.109753] [INFO ] [sig       ] [1713/3612] Completed ING in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 11.0m
[2025-12-10T20:26:43.109793] [INFO ] [sig       ] [1714/3612] Forecasting INGN...
[2025-12-10T20:26:43.109821] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-10T20:26:43.109849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-10T20:26:43.121257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-10T20:26:43.121603] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-10T20:26:43.122345] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-10T20:26:43.122395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:43.122425] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:43.122451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:43.122506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:43.181560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:43.182434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:43.182515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:43.182547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:43.305198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:43.305346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:43.305384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:43.305412] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:43.309034] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-10T20:26:43.309311] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-10T20:26:43.309437] [INFO ] [sig       ] INGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:43.453200] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INGN.txt
[2025-12-10T20:26:43.453333] [INFO ] [sig       ] [1714/3612] Completed INGN in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:43.453370] [INFO ] [sig       ] [1715/3612] Forecasting INM...
[2025-12-10T20:26:43.453399] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-10T20:26:43.453427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-10T20:26:43.465289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-10T20:26:43.465662] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-10T20:26:43.466668] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-10T20:26:43.466720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:43.466753] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:43.466780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:43.466837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:43.526822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:43.527596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:43.527676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:43.527709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:43.649740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:43.649904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:43.649943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:43.650163] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:43.653960] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-10T20:26:43.654317] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-10T20:26:43.654463] [INFO ] [sig       ] INM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:43.796042] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INM.txt
[2025-12-10T20:26:43.796175] [INFO ] [sig       ] [1715/3612] Completed INM in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:43.796213] [INFO ] [sig       ] [1716/3612] Forecasting INMB...
[2025-12-10T20:26:43.796241] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-10T20:26:43.796270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-10T20:26:43.807261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-10T20:26:43.807591] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-10T20:26:43.808422] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-10T20:26:43.808480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:43.808526] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:43.808555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:43.808634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:43.869437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:43.870198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:43.870278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:43.870311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:43.994954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:43.995103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:43.995142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:43.995206] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:43.999058] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-10T20:26:43.999352] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-10T20:26:43.999483] [INFO ] [sig       ] INMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:44.162778] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INMB.txt
[2025-12-10T20:26:44.162976] [INFO ] [sig       ] [1716/3612] Completed INMB in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:44.163034] [INFO ] [sig       ] [1717/3612] Forecasting INMD...
[2025-12-10T20:26:44.163072] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-10T20:26:44.163101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-10T20:26:44.175087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-10T20:26:44.175478] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-10T20:26:44.176338] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-10T20:26:44.176391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:44.176423] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:44.176449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:44.176506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:44.246771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:44.247877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:44.247981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:44.248029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:44.377788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:44.377938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:44.377976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:44.378005] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:44.381465] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-10T20:26:44.381769] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-10T20:26:44.381892] [INFO ] [sig       ] INMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:44.526794] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INMD.txt
[2025-12-10T20:26:44.527114] [INFO ] [sig       ] [1717/3612] Completed INMD in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:44.527151] [INFO ] [sig       ] [1718/3612] Forecasting INN...
[2025-12-10T20:26:44.527178] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-10T20:26:44.527207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-10T20:26:44.538763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-10T20:26:44.539293] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-10T20:26:44.540089] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-10T20:26:44.540140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:44.540171] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:44.540199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:44.540256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:44.603267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:44.604273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:44.604370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:44.604407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:44.726216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:44.726362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:44.726400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:44.726428] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:44.730621] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-10T20:26:44.731186] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-10T20:26:44.731336] [INFO ] [sig       ] INN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:44.880978] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INN.txt
[2025-12-10T20:26:44.881121] [INFO ] [sig       ] [1718/3612] Completed INN in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:44.881159] [INFO ] [sig       ] [1719/3612] Forecasting INO...
[2025-12-10T20:26:44.881189] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-10T20:26:44.881218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-10T20:26:44.892745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-10T20:26:44.893060] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-10T20:26:44.893825] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-10T20:26:44.893874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:44.893905] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:44.893930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:44.893984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:44.954019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:44.955191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:44.955271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:44.955303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:45.078543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:45.078701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:45.078741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:45.078773] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:45.082073] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-10T20:26:45.082349] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-10T20:26:45.082471] [INFO ] [sig       ] INO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:45.223287] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INO.txt
[2025-12-10T20:26:45.223420] [INFO ] [sig       ] [1719/3612] Completed INO in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:45.223457] [INFO ] [sig       ] [1720/3612] Forecasting INOD...
[2025-12-10T20:26:45.223493] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-10T20:26:45.223523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-10T20:26:45.234684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-10T20:26:45.234999] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-10T20:26:45.235833] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-10T20:26:45.235898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:45.235932] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:45.235959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:45.236015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:45.295446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:45.296398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:45.296484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:45.296522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:45.417795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:45.417943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:45.417983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:45.418012] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:45.421443] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-10T20:26:45.421747] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-10T20:26:45.421878] [INFO ] [sig       ] INOD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:45.569760] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INOD.txt
[2025-12-10T20:26:45.569907] [INFO ] [sig       ] [1720/3612] Completed INOD in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:45.569947] [INFO ] [sig       ] [1721/3612] Forecasting INSE...
[2025-12-10T20:26:45.569975] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-10T20:26:45.570003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-10T20:26:45.582150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-10T20:26:45.582486] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-10T20:26:45.583455] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-10T20:26:45.583506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:45.583537] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:45.583562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:45.583635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:45.643875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:45.644684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:45.644767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:45.644799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:45.770493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:45.770658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:45.770712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:45.770754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:45.774433] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-10T20:26:45.774726] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-10T20:26:45.774849] [INFO ] [sig       ] INSE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:45.924169] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INSE.txt
[2025-12-10T20:26:45.924317] [INFO ] [sig       ] [1721/3612] Completed INSE in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:45.924357] [INFO ] [sig       ] [1722/3612] Forecasting INSG...
[2025-12-10T20:26:45.924385] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-10T20:26:45.924414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-10T20:26:45.936927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-10T20:26:45.937288] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-10T20:26:45.938351] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-10T20:26:45.938403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:45.938434] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:45.938461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:45.938518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:46.001850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:46.002700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:46.002782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:46.002816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:46.125329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:46.125478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:46.125517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:46.125545] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:46.129021] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-10T20:26:46.129301] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-10T20:26:46.129424] [INFO ] [sig       ] INSG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:46.275249] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INSG.txt
[2025-12-10T20:26:46.275404] [INFO ] [sig       ] [1722/3612] Completed INSG in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:46.275444] [INFO ] [sig       ] [1723/3612] Forecasting INSM...
[2025-12-10T20:26:46.275473] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-10T20:26:46.275501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-10T20:26:46.287906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-10T20:26:46.288453] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-10T20:26:46.289494] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-10T20:26:46.289549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:46.289605] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:46.289638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:46.289696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:46.351309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:46.352318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:46.352450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:46.352495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:46.492897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:46.493048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:46.493089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:46.493135] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:46.496540] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-10T20:26:46.496842] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-10T20:26:46.496965] [INFO ] [sig       ] INSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:46.638846] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INSM.txt
[2025-12-10T20:26:46.638977] [INFO ] [sig       ] [1723/3612] Completed INSM in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:46.639015] [INFO ] [sig       ] [1724/3612] Forecasting INSP...
[2025-12-10T20:26:46.639044] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-10T20:26:46.639073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-10T20:26:46.652246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-10T20:26:46.652589] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-10T20:26:46.653382] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-10T20:26:46.653432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:46.653463] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:46.653489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:46.653544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:46.714949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:46.715707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:46.715804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:46.715856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:46.844851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:46.845007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:46.845046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:46.845076] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:46.848568] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-10T20:26:46.848874] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-10T20:26:46.848999] [INFO ] [sig       ] INSP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:46.992680] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INSP.txt
[2025-12-10T20:26:46.992812] [INFO ] [sig       ] [1724/3612] Completed INSP in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:46.992850] [INFO ] [sig       ] [1725/3612] Forecasting INTA...
[2025-12-10T20:26:46.992878] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-10T20:26:46.992905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-10T20:26:47.005073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-10T20:26:47.005375] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-10T20:26:47.006314] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-10T20:26:47.006365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:47.006397] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:47.006425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:47.006481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:47.070649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:47.071408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:47.071517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:47.071560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:47.195030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:47.195178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:47.195215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:47.195242] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:47.198812] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2025-12-10T20:26:47.199243] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-10T20:26:47.199362] [INFO ] [sig       ] INTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:47.340785] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INTA.txt
[2025-12-10T20:26:47.340923] [INFO ] [sig       ] [1725/3612] Completed INTA in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:47.340963] [INFO ] [sig       ] [1726/3612] Forecasting INTC...
[2025-12-10T20:26:47.340992] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-10T20:26:47.341020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-10T20:26:47.353385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-10T20:26:47.353751] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-10T20:26:47.354755] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-10T20:26:47.354810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:47.354842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:47.354868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:47.354922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:47.413918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:47.414775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:47.414859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:47.414891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:47.532950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:47.533093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:47.533133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:47.533161] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:47.536428] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-10T20:26:47.536715] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-10T20:26:47.536842] [INFO ] [sig       ] INTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:47.675796] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INTC.txt
[2025-12-10T20:26:47.675953] [INFO ] [sig       ] [1726/3612] Completed INTC in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 11.0m
[2025-12-10T20:26:47.675992] [INFO ] [sig       ] [1727/3612] Forecasting INTZ...
[2025-12-10T20:26:47.676021] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-10T20:26:47.676049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-10T20:26:47.687308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-10T20:26:47.687624] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-10T20:26:47.688417] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-10T20:26:47.688470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:47.688501] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:47.688540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:47.688623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:47.746741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:47.747595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:47.747679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:47.747712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:47.883918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:47.884066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:47.884107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:47.884135] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:47.887521] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-10T20:26:47.887838] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-10T20:26:47.887967] [INFO ] [sig       ] INTZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:48.028507] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INTZ.txt
[2025-12-10T20:26:48.028676] [INFO ] [sig       ] [1727/3612] Completed INTZ in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.9m
[2025-12-10T20:26:48.028717] [INFO ] [sig       ] [1728/3612] Forecasting INVA...
[2025-12-10T20:26:48.028745] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-10T20:26:48.028776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-10T20:26:48.040212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-10T20:26:48.040558] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-10T20:26:48.041429] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-10T20:26:48.041480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:48.041512] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:48.041537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:48.041608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:48.098604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:48.099537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:48.099651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:48.099685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:48.217343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:48.217491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:48.217529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:48.217557] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:48.220980] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-10T20:26:48.221257] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-10T20:26:48.221380] [INFO ] [sig       ] INVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:48.362074] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INVA.txt
[2025-12-10T20:26:48.362228] [INFO ] [sig       ] [1728/3612] Completed INVA in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.9m
[2025-12-10T20:26:48.362268] [INFO ] [sig       ] [1729/3612] Forecasting INVE...
[2025-12-10T20:26:48.362297] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-10T20:26:48.362337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-10T20:26:48.374226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-10T20:26:48.374594] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-10T20:26:48.375515] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-10T20:26:48.375566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:48.375619] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:48.375646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:48.375714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:48.437374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:48.438243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:48.438327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:48.438359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:48.557916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:48.558061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:48.558101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:48.558132] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:48.561523] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-10T20:26:48.561818] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-10T20:26:48.561943] [INFO ] [sig       ] INVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:48.705628] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INVE.txt
[2025-12-10T20:26:48.705767] [INFO ] [sig       ] [1729/3612] Completed INVE in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.9m
[2025-12-10T20:26:48.705806] [INFO ] [sig       ] [1730/3612] Forecasting INVH...
[2025-12-10T20:26:48.705835] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-10T20:26:48.705863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-10T20:26:48.716798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-10T20:26:48.717067] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-10T20:26:48.717866] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-10T20:26:48.717917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:48.717995] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:48.718022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:48.718077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:48.776369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:48.777186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:48.777266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:48.777299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:48.898680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:48.898831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:48.898872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:48.898902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:48.902164] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-12-10T20:26:48.902431] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-10T20:26:48.902549] [INFO ] [sig       ] INVH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:49.049614] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/INVH.txt
[2025-12-10T20:26:49.049751] [INFO ] [sig       ] [1730/3612] Completed INVH in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.9m
[2025-12-10T20:26:49.049794] [INFO ] [sig       ] [1731/3612] Forecasting INVZ...
[2025-12-10T20:26:49.049837] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-10T20:26:49.049873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-10T20:26:49.062389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-10T20:26:49.062722] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-10T20:26:49.063671] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-10T20:26:49.063723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:49.063755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:49.063781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:49.063837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:49.127466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:49.128361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:49.128444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:49.128475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:49.251631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:49.251789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:49.251830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:49.251858] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:49.255217] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-10T20:26:49.255489] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-10T20:26:49.255627] [INFO ] [sig       ] INVZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:49.396711] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/INVZ.txt
[2025-12-10T20:26:49.396830] [INFO ] [sig       ] [1731/3612] Completed INVZ in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:49.396868] [INFO ] [sig       ] [1732/3612] Forecasting IONS...
[2025-12-10T20:26:49.396896] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-10T20:26:49.396924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-10T20:26:49.408553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-10T20:26:49.408890] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-10T20:26:49.409668] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-10T20:26:49.409718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:49.409748] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:49.409774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:49.409827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:49.468818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:49.469736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:49.469818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:49.469849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:49.598097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:49.598249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:49.598288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:49.598318] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:49.601757] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-10T20:26:49.602033] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-10T20:26:49.602338] [INFO ] [sig       ] IONS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:49.745058] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IONS.txt
[2025-12-10T20:26:49.745182] [INFO ] [sig       ] [1732/3612] Completed IONS in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:49.745219] [INFO ] [sig       ] [1733/3612] Forecasting IOSP...
[2025-12-10T20:26:49.745248] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-10T20:26:49.745277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-10T20:26:49.756533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-10T20:26:49.756841] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-10T20:26:49.757624] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-10T20:26:49.757673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:49.757704] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:49.757757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:49.757816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:49.816765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:49.817430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:49.817508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:49.817541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:49.940552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:49.940724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:49.940769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:49.940840] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:49.944543] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-10T20:26:49.944850] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-10T20:26:49.944974] [INFO ] [sig       ] IOSP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:50.093842] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IOSP.txt
[2025-12-10T20:26:50.093978] [INFO ] [sig       ] [1733/3612] Completed IOSP in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:50.094016] [INFO ] [sig       ] [1734/3612] Forecasting IOVA...
[2025-12-10T20:26:50.094045] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-10T20:26:50.094074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-10T20:26:50.105944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-10T20:26:50.106257] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-10T20:26:50.107022] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-10T20:26:50.107072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:50.107102] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:50.107127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:50.107182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:50.166159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:50.166817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:50.166893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:50.166925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:50.286168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:50.286306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:50.286343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:50.286387] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:50.289772] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-10T20:26:50.290044] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-10T20:26:50.290167] [INFO ] [sig       ] IOVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:50.431410] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IOVA.txt
[2025-12-10T20:26:50.431534] [INFO ] [sig       ] [1734/3612] Completed IOVA in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:50.431605] [INFO ] [sig       ] [1735/3612] Forecasting IPGP...
[2025-12-10T20:26:50.431640] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-10T20:26:50.431668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-10T20:26:50.442764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-10T20:26:50.443056] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-10T20:26:50.443805] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-10T20:26:50.443861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:50.443898] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:50.443929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:50.443997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:50.503616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:50.504321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:50.504397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:50.504429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:50.624160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:50.624294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:50.624333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:50.624361] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:50.627734] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-10T20:26:50.628051] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-10T20:26:50.628196] [INFO ] [sig       ] IPGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:50.773111] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IPGP.txt
[2025-12-10T20:26:50.773254] [INFO ] [sig       ] [1735/3612] Completed IPGP in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:50.773292] [INFO ] [sig       ] [1736/3612] Forecasting IPI...
[2025-12-10T20:26:50.773321] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-10T20:26:50.773356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-10T20:26:50.786362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-10T20:26:50.786660] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-10T20:26:50.787542] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-10T20:26:50.787608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:50.787640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:50.787666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:50.787751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:50.848014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:50.848627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:50.848711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:50.848756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:50.970379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:50.970543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:50.970598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:50.970629] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:50.973898] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-12-10T20:26:50.974356] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-10T20:26:50.974476] [INFO ] [sig       ] IPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:51.124308] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IPI.txt
[2025-12-10T20:26:51.124462] [INFO ] [sig       ] [1736/3612] Completed IPI in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:51.124502] [INFO ] [sig       ] [1737/3612] Forecasting IQ...
[2025-12-10T20:26:51.124531] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-10T20:26:51.124559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-10T20:26:51.136661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-10T20:26:51.137009] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-10T20:26:51.137832] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-10T20:26:51.137885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:51.137916] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:51.137941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:51.137996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:51.199644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:51.200494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:51.200593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:51.200629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:51.322495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:51.322661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:51.322701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:51.322728] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:51.326186] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-10T20:26:51.326456] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-10T20:26:51.326595] [INFO ] [sig       ] IQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:51.479262] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IQ.txt
[2025-12-10T20:26:51.479426] [INFO ] [sig       ] [1737/3612] Completed IQ in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:51.479466] [INFO ] [sig       ] [1738/3612] Forecasting IQI...
[2025-12-10T20:26:51.479494] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-10T20:26:51.479522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-10T20:26:51.491835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-10T20:26:51.492227] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-10T20:26:51.493055] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-10T20:26:51.493106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:51.493136] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:51.493161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:51.493229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:51.557803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:51.558830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:51.558917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:51.558949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:51.686042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:51.686212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:51.686252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:51.686280] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:51.689622] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-10T20:26:51.689902] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-10T20:26:51.690029] [INFO ] [sig       ] IQI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:51.830747] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IQI.txt
[2025-12-10T20:26:51.830898] [INFO ] [sig       ] [1738/3612] Completed IQI in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:51.830936] [INFO ] [sig       ] [1739/3612] Forecasting IQQQ...
[2025-12-10T20:26:51.830964] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-10T20:26:51.830993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-10T20:26:51.842900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-10T20:26:51.843258] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-10T20:26:51.844221] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-10T20:26:51.844272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:51.844302] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:51.844327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:51.844381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:51.904034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:51.904939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:51.905020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:51.905051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:52.021726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:52.021882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:52.021925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:52.021953] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:52.025411] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-10T20:26:52.025702] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-10T20:26:52.025824] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:52.164809] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IQQQ.txt
[2025-12-10T20:26:52.164961] [INFO ] [sig       ] [1739/3612] Completed IQQQ in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:52.164999] [INFO ] [sig       ] [1740/3612] Forecasting IRDM...
[2025-12-10T20:26:52.165029] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-10T20:26:52.165059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-10T20:26:52.176987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-10T20:26:52.177363] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-10T20:26:52.178162] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-10T20:26:52.178250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:52.178282] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:52.178308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:52.178361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:52.235976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:52.236890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:52.236998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:52.237031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:52.360912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:52.361076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:52.361114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:52.361142] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:52.364887] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-10T20:26:52.365150] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-10T20:26:52.365270] [INFO ] [sig       ] IRDM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:52.505527] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IRDM.txt
[2025-12-10T20:26:52.505673] [INFO ] [sig       ] [1740/3612] Completed IRDM in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:52.505715] [INFO ] [sig       ] [1741/3612] Forecasting IREN...
[2025-12-10T20:26:52.505744] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-10T20:26:52.505774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-10T20:26:52.517656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-10T20:26:52.517999] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-10T20:26:52.518943] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-10T20:26:52.518994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:52.519024] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:52.519225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:52.519278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:52.576518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:52.577218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:52.577294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:52.577325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:52.700566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:52.700723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:52.700760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:52.700787] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:52.704055] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-10T20:26:52.704345] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-10T20:26:52.704465] [INFO ] [sig       ] IREN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:52.849049] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IREN.txt
[2025-12-10T20:26:52.849370] [INFO ] [sig       ] [1741/3612] Completed IREN in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:52.849410] [INFO ] [sig       ] [1742/3612] Forecasting IRM...
[2025-12-10T20:26:52.849437] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-10T20:26:52.849464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-10T20:26:52.861499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-10T20:26:52.861791] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-10T20:26:52.862542] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-10T20:26:52.862609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:52.862640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:52.862666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:52.862722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:52.921327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:52.922140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:52.922217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:52.922248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:53.048008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:53.048179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:53.048218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:53.048245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:53.051484] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-10T20:26:53.051764] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-10T20:26:53.051882] [INFO ] [sig       ] IRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:53.196798] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IRM.txt
[2025-12-10T20:26:53.196974] [INFO ] [sig       ] [1742/3612] Completed IRM in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:53.197015] [INFO ] [sig       ] [1743/3612] Forecasting IRMD...
[2025-12-10T20:26:53.197042] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-10T20:26:53.197081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-10T20:26:53.210420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-10T20:26:53.210839] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-10T20:26:53.211670] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-10T20:26:53.211722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:53.211754] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:53.211780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:53.211835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:53.277148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:53.278111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:53.278210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:53.278245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:53.410136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:53.410288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:53.410329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:53.410359] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:53.413848] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-10T20:26:53.414146] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-10T20:26:53.414277] [INFO ] [sig       ] IRMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:53.614194] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IRMD.txt
[2025-12-10T20:26:53.614464] [INFO ] [sig       ] [1743/3612] Completed IRMD in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:53.614538] [INFO ] [sig       ] [1744/3612] Forecasting IRON...
[2025-12-10T20:26:53.614611] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-10T20:26:53.614664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-10T20:26:53.632819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-10T20:26:53.633350] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-10T20:26:53.634641] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-10T20:26:53.634715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:53.634768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:53.634816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:53.634902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:53.719849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:53.720873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:53.720971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:53.721003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:53.891967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:53.892161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:53.892226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:53.892273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:53.897996] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-10T20:26:53.898604] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-10T20:26:53.898821] [INFO ] [sig       ] IRON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:54.116791] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IRON.txt
[2025-12-10T20:26:54.117045] [INFO ] [sig       ] [1744/3612] Completed IRON in 0.5s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:54.117108] [INFO ] [sig       ] [1745/3612] Forecasting IRTC...
[2025-12-10T20:26:54.117155] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-10T20:26:54.117202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-10T20:26:54.136655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-10T20:26:54.137097] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-10T20:26:54.138186] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-10T20:26:54.138250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:54.138288] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:54.138323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:54.138398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:54.227979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:54.229030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:54.229131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:54.229166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:54.398891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:54.399100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:54.399166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:54.399214] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:54.404827] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-10T20:26:54.405316] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-10T20:26:54.405502] [INFO ] [sig       ] IRTC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:54.626547] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IRTC.txt
[2025-12-10T20:26:54.626766] [INFO ] [sig       ] [1745/3612] Completed IRTC in 0.5s | 2.87 sym/s | Total: 10.1m | ETA: 10.9m
[2025-12-10T20:26:54.626822] [INFO ] [sig       ] [1746/3612] Forecasting IRWD...
[2025-12-10T20:26:54.626861] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-10T20:26:54.626901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-10T20:26:54.642479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-10T20:26:54.642977] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-10T20:26:54.644035] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-10T20:26:54.644099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:54.644139] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:54.644174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:54.644252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:54.709646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:54.710538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:54.710637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:54.710670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:54.830798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:54.830946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:54.830986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:54.831014] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:54.834420] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-10T20:26:54.834723] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-10T20:26:54.834850] [INFO ] [sig       ] IRWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:54.988474] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IRWD.txt
[2025-12-10T20:26:54.988612] [INFO ] [sig       ] [1746/3612] Completed IRWD in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.8m
[2025-12-10T20:26:54.988653] [INFO ] [sig       ] [1747/3612] Forecasting ISD...
[2025-12-10T20:26:54.988681] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-10T20:26:54.988709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-10T20:26:55.000072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-10T20:26:55.000339] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-10T20:26:55.001102] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-10T20:26:55.001152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:55.001206] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:55.001233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:55.001289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:55.058697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:55.059534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:55.059628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:55.059662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:55.179481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:55.179665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:55.179707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:55.179736] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:55.183435] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-10T20:26:55.183729] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-10T20:26:55.183853] [INFO ] [sig       ] ISD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:55.341539] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ISD.txt
[2025-12-10T20:26:55.341720] [INFO ] [sig       ] [1747/3612] Completed ISD in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:55.341767] [INFO ] [sig       ] [1748/3612] Forecasting ISRG...
[2025-12-10T20:26:55.341797] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-10T20:26:55.341827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-10T20:26:55.353731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-10T20:26:55.354110] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-10T20:26:55.354904] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-10T20:26:55.354957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:55.354988] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:55.355013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:55.355069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:55.416819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:55.417694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:55.417805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:55.417839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:55.543923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:55.544096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:55.544138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:55.544165] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:55.547739] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-12-10T20:26:55.548069] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-10T20:26:55.548208] [INFO ] [sig       ] ISRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:55.707662] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ISRG.txt
[2025-12-10T20:26:55.707858] [INFO ] [sig       ] [1748/3612] Completed ISRG in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:55.707904] [INFO ] [sig       ] [1749/3612] Forecasting ISSC...
[2025-12-10T20:26:55.707933] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-10T20:26:55.707962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-10T20:26:55.720440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-10T20:26:55.720867] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-10T20:26:55.721755] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-10T20:26:55.721810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:55.721843] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:55.721869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:55.721924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:55.784334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:55.785212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:55.785293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:55.785326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:55.916212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:55.916375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:55.916418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:55.916447] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:55.920181] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-10T20:26:55.920467] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-10T20:26:55.920617] [INFO ] [sig       ] ISSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:56.075719] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ISSC.txt
[2025-12-10T20:26:56.075893] [INFO ] [sig       ] [1749/3612] Completed ISSC in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:56.075935] [INFO ] [sig       ] [1750/3612] Forecasting ISTB...
[2025-12-10T20:26:56.075965] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-10T20:26:56.075998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-10T20:26:56.089797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-10T20:26:56.090216] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-10T20:26:56.091399] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-10T20:26:56.091449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:56.091479] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:56.091505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:56.091559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:56.151114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:56.151781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:56.151860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:56.151892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:56.276558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:56.276736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:56.276776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:56.276839] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:56.280663] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-10T20:26:56.280943] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-10T20:26:56.281075] [INFO ] [sig       ] ISTB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:56.444452] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ISTB.txt
[2025-12-10T20:26:56.444673] [INFO ] [sig       ] [1750/3612] Completed ISTB in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:56.444729] [INFO ] [sig       ] [1751/3612] Forecasting ITIC...
[2025-12-10T20:26:56.444763] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-10T20:26:56.444794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-10T20:26:56.456614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-10T20:26:56.456968] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-10T20:26:56.457801] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-10T20:26:56.457865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:56.457899] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:56.457926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:56.457982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:56.516085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:56.516905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:56.516985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:56.517018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:56.626647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:56.626803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:56.626844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:56.626878] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:56.630428] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-12-10T20:26:56.630765] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-10T20:26:56.630902] [INFO ] [sig       ] ITIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:56.774877] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ITIC.txt
[2025-12-10T20:26:56.775012] [INFO ] [sig       ] [1751/3612] Completed ITIC in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:56.775052] [INFO ] [sig       ] [1752/3612] Forecasting ITRI...
[2025-12-10T20:26:56.775079] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-10T20:26:56.775108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-10T20:26:56.787507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-10T20:26:56.787875] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-10T20:26:56.788723] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-10T20:26:56.788783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:56.788816] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:56.788843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:56.788901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:56.864887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:56.865768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:56.865852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:56.865885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:56.986339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:56.986479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:56.986517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:56.986545] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:56.989895] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-12-10T20:26:56.990172] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-10T20:26:56.990296] [INFO ] [sig       ] ITRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:57.142284] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ITRI.txt
[2025-12-10T20:26:57.142412] [INFO ] [sig       ] [1752/3612] Completed ITRI in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:57.142449] [INFO ] [sig       ] [1753/3612] Forecasting ITRN...
[2025-12-10T20:26:57.142478] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-10T20:26:57.142507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-10T20:26:57.154109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-10T20:26:57.154446] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-10T20:26:57.155268] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-10T20:26:57.155320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:57.155351] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:57.155377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:57.155433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:57.214501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:57.215184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:57.215265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:57.215299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:57.333594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:57.333738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:57.333776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:57.333806] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:57.337153] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-10T20:26:57.337418] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-10T20:26:57.337536] [INFO ] [sig       ] ITRN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:57.482895] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ITRN.txt
[2025-12-10T20:26:57.483019] [INFO ] [sig       ] [1753/3612] Completed ITRN in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:57.483061] [INFO ] [sig       ] [1754/3612] Forecasting ITUB...
[2025-12-10T20:26:57.483090] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-10T20:26:57.483118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-10T20:26:57.494391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-10T20:26:57.494714] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-10T20:26:57.495625] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-10T20:26:57.495675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:57.495706] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:57.495731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:57.495785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:57.571825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:57.573175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:57.573284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:57.573326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:57.707140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:57.707290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:57.707329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:57.707357] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:57.710859] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-10T20:26:57.711132] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-10T20:26:57.711253] [INFO ] [sig       ] ITUB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:57.855094] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ITUB.txt
[2025-12-10T20:26:57.855215] [INFO ] [sig       ] [1754/3612] Completed ITUB in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:57.855269] [INFO ] [sig       ] [1755/3612] Forecasting IUS...
[2025-12-10T20:26:57.855300] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-10T20:26:57.855328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-10T20:26:57.866945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-10T20:26:57.867282] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-10T20:26:57.868112] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-10T20:26:57.868172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:57.868203] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:57.868229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:57.868285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:57.929832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:57.930649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:57.930737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:57.930776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:58.067177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:58.067336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:58.067376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:58.067405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:58.072206] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-10T20:26:58.072748] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-10T20:26:58.072915] [INFO ] [sig       ] IUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:58.214901] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IUS.txt
[2025-12-10T20:26:58.215026] [INFO ] [sig       ] [1755/3612] Completed IUS in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:58.215064] [INFO ] [sig       ] [1756/3612] Forecasting IUSB...
[2025-12-10T20:26:58.215093] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-10T20:26:58.215121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-10T20:26:58.226774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-10T20:26:58.227107] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-10T20:26:58.227905] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-10T20:26:58.227955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:58.227985] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:58.228009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:58.228062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:58.283817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:58.284476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:58.284552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:58.284600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:58.408836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:58.408995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:58.409033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:58.409066] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:58.412346] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-10T20:26:58.412648] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-10T20:26:58.412768] [INFO ] [sig       ] IUSB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:58.554926] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IUSB.txt
[2025-12-10T20:26:58.555079] [INFO ] [sig       ] [1756/3612] Completed IUSB in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:58.555120] [INFO ] [sig       ] [1757/3612] Forecasting IUSG...
[2025-12-10T20:26:58.555148] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-10T20:26:58.555177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-10T20:26:58.568064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-10T20:26:58.568616] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-10T20:26:58.569374] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-10T20:26:58.569424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:58.569454] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:58.569480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:58.569535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:58.627939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:58.628590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:58.628694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:58.628726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:58.751497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:58.751664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:58.751704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:58.751731] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:58.755779] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-10T20:26:58.756064] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-10T20:26:58.756190] [INFO ] [sig       ] IUSG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:26:58.902437] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/IUSG.txt
[2025-12-10T20:26:58.902586] [INFO ] [sig       ] [1757/3612] Completed IUSG in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:58.902627] [INFO ] [sig       ] [1758/3612] Forecasting IVAL...
[2025-12-10T20:26:58.902656] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-10T20:26:58.902685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-10T20:26:58.913566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-10T20:26:58.913884] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-10T20:26:58.914675] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-10T20:26:58.914725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:58.914758] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:58.914784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:58.914840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:58.975259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:58.976019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:58.976118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:58.976156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:59.090027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:59.090174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:59.090232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:59.090447] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:59.093851] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-10T20:26:59.094130] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-10T20:26:59.094260] [INFO ] [sig       ] IVAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:59.240877] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IVAL.txt
[2025-12-10T20:26:59.241003] [INFO ] [sig       ] [1758/3612] Completed IVAL in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:59.241041] [INFO ] [sig       ] [1759/3612] Forecasting IVZ...
[2025-12-10T20:26:59.241069] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-10T20:26:59.241101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-10T20:26:59.253875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-10T20:26:59.254211] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-10T20:26:59.255016] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-10T20:26:59.255068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:59.255100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:59.255125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:59.255179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:59.312389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:59.313026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:59.313103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:59.313134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:59.437437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:59.437593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:59.437632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:59.437658] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:59.441143] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-10T20:26:59.441406] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-10T20:26:59.441525] [INFO ] [sig       ] IVZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:59.582065] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IVZ.txt
[2025-12-10T20:26:59.582188] [INFO ] [sig       ] [1759/3612] Completed IVZ in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:59.582225] [INFO ] [sig       ] [1760/3612] Forecasting IX...
[2025-12-10T20:26:59.582430] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-10T20:26:59.582459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-10T20:26:59.594002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-10T20:26:59.594285] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-10T20:26:59.595038] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-10T20:26:59.595090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:59.595122] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:59.595148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:59.595211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:59.653904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:59.654723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:59.654798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:59.654829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:26:59.781759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:26:59.781932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:26:59.781977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:26:59.782006] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:26:59.785622] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-10T20:26:59.785899] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-10T20:26:59.786028] [INFO ] [sig       ] IX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:26:59.927618] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IX.txt
[2025-12-10T20:26:59.927834] [INFO ] [sig       ] [1760/3612] Completed IX in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:26:59.927876] [INFO ] [sig       ] [1761/3612] Forecasting IXUS...
[2025-12-10T20:26:59.927905] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-10T20:26:59.927933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-10T20:26:59.939473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-10T20:26:59.939865] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-10T20:26:59.940647] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-10T20:26:59.940696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:26:59.940727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:26:59.940753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:26:59.940807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:26:59.996327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:26:59.997221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:26:59.997308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:26:59.997340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:00.119387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:00.119545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:00.119617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:00.119648] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:00.122993] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-10T20:27:00.123282] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-10T20:27:00.123408] [INFO ] [sig       ] IXUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:00.269743] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IXUS.txt
[2025-12-10T20:27:00.269895] [INFO ] [sig       ] [1761/3612] Completed IXUS in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:27:00.269934] [INFO ] [sig       ] [1762/3612] Forecasting IZEA...
[2025-12-10T20:27:00.269962] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-10T20:27:00.269991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-10T20:27:00.281912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-10T20:27:00.282288] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-10T20:27:00.283062] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-10T20:27:00.283113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:00.283157] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:00.283184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:00.283242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:00.343130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:00.343995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:00.344077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:00.344108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:00.461746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:00.461901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:00.461938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:00.461965] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:00.465259] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-10T20:27:00.465552] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-10T20:27:00.465698] [INFO ] [sig       ] IZEA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:00.615851] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/IZEA.txt
[2025-12-10T20:27:00.616229] [INFO ] [sig       ] [1762/3612] Completed IZEA in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.8m
[2025-12-10T20:27:00.616283] [INFO ] [sig       ] [1763/3612] Forecasting J...
[2025-12-10T20:27:00.616315] [INFO ] [sig       ] Generating forecast for: J
[2025-12-10T20:27:00.616345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-10T20:27:00.628007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-10T20:27:00.628318] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-10T20:27:00.629073] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-10T20:27:00.629128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:00.629160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:00.629186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:00.629241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:00.684562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:00.685532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:00.685648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:00.685681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:00.803832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:00.803989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:00.804027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:00.804055] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:00.807443] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-10T20:27:00.807775] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-10T20:27:00.807906] [INFO ] [sig       ] J: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:00.947440] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/J.txt
[2025-12-10T20:27:00.947596] [INFO ] [sig       ] [1763/3612] Completed J in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.7m
[2025-12-10T20:27:00.947637] [INFO ] [sig       ] [1764/3612] Forecasting JACK...
[2025-12-10T20:27:00.947667] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-10T20:27:00.947695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-10T20:27:00.958802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-10T20:27:00.959132] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-10T20:27:00.959896] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-10T20:27:00.959945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:00.960001] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:00.960028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:00.960083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:01.027606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:01.028446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:01.028533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:01.028565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:01.148794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:01.148898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:01.148935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:01.148961] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:01.152223] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-10T20:27:01.152501] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-10T20:27:01.152641] [INFO ] [sig       ] JACK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:01.299690] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JACK.txt
[2025-12-10T20:27:01.299849] [INFO ] [sig       ] [1764/3612] Completed JACK in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:01.299888] [INFO ] [sig       ] [1765/3612] Forecasting JAGX...
[2025-12-10T20:27:01.299917] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-10T20:27:01.299946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-10T20:27:01.313735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-10T20:27:01.314195] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-10T20:27:01.315161] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-10T20:27:01.315219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:01.315256] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:01.315288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:01.315359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:01.382746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:01.383699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:01.383783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:01.383816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:01.505612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:01.505788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:01.505830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:01.505859] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:01.509420] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-10T20:27:01.509802] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-10T20:27:01.509948] [INFO ] [sig       ] JAGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:01.655758] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JAGX.txt
[2025-12-10T20:27:01.655899] [INFO ] [sig       ] [1765/3612] Completed JAGX in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:01.655942] [INFO ] [sig       ] [1766/3612] Forecasting JAKK...
[2025-12-10T20:27:01.655979] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-10T20:27:01.656009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-10T20:27:01.668303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-10T20:27:01.668759] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-10T20:27:01.669547] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-10T20:27:01.669617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:01.669651] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:01.669678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:01.669732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:01.728241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:01.729245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:01.729368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:01.729414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:01.861398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:01.861554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:01.861616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:01.861645] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:01.865245] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-10T20:27:01.865741] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-10T20:27:01.865869] [INFO ] [sig       ] JAKK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:02.007346] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JAKK.txt
[2025-12-10T20:27:02.007498] [INFO ] [sig       ] [1766/3612] Completed JAKK in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:02.007536] [INFO ] [sig       ] [1767/3612] Forecasting JAMF...
[2025-12-10T20:27:02.007564] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-10T20:27:02.007615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-10T20:27:02.019741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-10T20:27:02.020060] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-10T20:27:02.020874] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-10T20:27:02.020925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:02.020956] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:02.020982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:02.021038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:02.081717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:02.082432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:02.082514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:02.082547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:02.207499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:02.207688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:02.207755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:02.207821] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:02.211338] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-10T20:27:02.211670] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-10T20:27:02.211803] [INFO ] [sig       ] JAMF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:02.359332] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JAMF.txt
[2025-12-10T20:27:02.359492] [INFO ] [sig       ] [1767/3612] Completed JAMF in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:02.359534] [INFO ] [sig       ] [1768/3612] Forecasting JANX...
[2025-12-10T20:27:02.359565] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-10T20:27:02.359617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-10T20:27:02.371567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-10T20:27:02.371970] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-10T20:27:02.372759] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-10T20:27:02.372810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:02.372842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:02.372869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:02.372923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:02.433474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:02.434383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:02.434472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:02.434506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:02.561349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:02.561506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:02.561544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:02.561590] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:02.564941] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-10T20:27:02.565227] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-10T20:27:02.565355] [INFO ] [sig       ] JANX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:02.705086] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JANX.txt
[2025-12-10T20:27:02.705212] [INFO ] [sig       ] [1768/3612] Completed JANX in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:02.705251] [INFO ] [sig       ] [1769/3612] Forecasting JAZZ...
[2025-12-10T20:27:02.705279] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-10T20:27:02.705307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-10T20:27:02.716831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-10T20:27:02.717148] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-10T20:27:02.718152] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-10T20:27:02.718202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:02.718233] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:02.718258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:02.718313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:02.776531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:02.777370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:02.777449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:02.777480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:02.899469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:02.899635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:02.899674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:02.899720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:02.903150] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-10T20:27:02.903570] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-10T20:27:02.903706] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:03.046607] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JAZZ.txt
[2025-12-10T20:27:03.046735] [INFO ] [sig       ] [1769/3612] Completed JAZZ in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:03.046773] [INFO ] [sig       ] [1770/3612] Forecasting JBGS...
[2025-12-10T20:27:03.046801] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-10T20:27:03.046830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-10T20:27:03.059074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-10T20:27:03.059468] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-10T20:27:03.060283] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-10T20:27:03.060336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:03.060369] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:03.060396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:03.060452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:03.122084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:03.123025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:03.123110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:03.123143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:03.248235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:03.248396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:03.248434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:03.248463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:03.251928] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-10T20:27:03.252255] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-10T20:27:03.252386] [INFO ] [sig       ] JBGS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:03.404210] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JBGS.txt
[2025-12-10T20:27:03.404564] [INFO ] [sig       ] [1770/3612] Completed JBGS in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:03.404635] [INFO ] [sig       ] [1771/3612] Forecasting JBI...
[2025-12-10T20:27:03.404664] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-10T20:27:03.404693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-10T20:27:03.417157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-10T20:27:03.417526] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-10T20:27:03.418370] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-10T20:27:03.418424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:03.418456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:03.418482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:03.418538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:03.478293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:03.479127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:03.479226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:03.479261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:03.604368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:03.604543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:03.604605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:03.604638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:03.608203] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-12-10T20:27:03.608561] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-10T20:27:03.608748] [INFO ] [sig       ] JBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:03.747107] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JBI.txt
[2025-12-10T20:27:03.747242] [INFO ] [sig       ] [1771/3612] Completed JBI in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:03.747280] [INFO ] [sig       ] [1772/3612] Forecasting JBL...
[2025-12-10T20:27:03.747310] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-10T20:27:03.747339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-10T20:27:03.759497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-10T20:27:03.759951] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-10T20:27:03.760758] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-10T20:27:03.760811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:03.760842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:03.760867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:03.760922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:03.819307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:03.820206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:03.820291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:03.820325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:03.946939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:03.947089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:03.947127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:03.947154] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:03.950429] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-10T20:27:03.950719] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-10T20:27:03.950841] [INFO ] [sig       ] JBL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:04.087294] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JBL.txt
[2025-12-10T20:27:04.087429] [INFO ] [sig       ] [1772/3612] Completed JBL in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:04.087468] [INFO ] [sig       ] [1773/3612] Forecasting JBND...
[2025-12-10T20:27:04.087496] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-10T20:27:04.087524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-10T20:27:04.099283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-10T20:27:04.099623] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-10T20:27:04.100366] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-10T20:27:04.100415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:04.100445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:04.100481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:04.100538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:04.156607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:04.157258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:04.157334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:04.157541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:04.273973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:04.274121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:04.274161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:04.274188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:04.277450] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-10T20:27:04.277749] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-10T20:27:04.277869] [INFO ] [sig       ] JBND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:04.417124] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JBND.txt
[2025-12-10T20:27:04.417288] [INFO ] [sig       ] [1773/3612] Completed JBND in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:04.417329] [INFO ] [sig       ] [1774/3612] Forecasting JBSS...
[2025-12-10T20:27:04.417357] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-10T20:27:04.417386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-10T20:27:04.428853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-10T20:27:04.429160] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-10T20:27:04.429962] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-10T20:27:04.430014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:04.430046] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:04.430074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:04.430132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:04.485275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:04.485996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:04.486105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:04.486145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:04.607196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:04.607349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:04.607387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:04.607612] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:04.611042] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-10T20:27:04.611310] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-10T20:27:04.611621] [INFO ] [sig       ] JBSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:04.753208] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JBSS.txt
[2025-12-10T20:27:04.753346] [INFO ] [sig       ] [1774/3612] Completed JBSS in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:04.753384] [INFO ] [sig       ] [1775/3612] Forecasting JCE...
[2025-12-10T20:27:04.753414] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-10T20:27:04.753442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-10T20:27:04.765322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-10T20:27:04.765820] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-10T20:27:04.766842] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-10T20:27:04.766892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:04.766923] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:04.766949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:04.767004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:04.827198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:04.828267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:04.828346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:04.828378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:04.946177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:04.946323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:04.946361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:04.946389] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:04.949689] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-12-10T20:27:04.949961] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-10T20:27:04.950082] [INFO ] [sig       ] JCE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:05.088494] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JCE.txt
[2025-12-10T20:27:05.088642] [INFO ] [sig       ] [1775/3612] Completed JCE in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:05.088683] [INFO ] [sig       ] [1776/3612] Forecasting JCI...
[2025-12-10T20:27:05.088711] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-10T20:27:05.088739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-10T20:27:05.100844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-10T20:27:05.101153] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-10T20:27:05.102070] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-10T20:27:05.102120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:05.102150] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:05.102176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:05.102229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:05.159958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:05.160640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:05.160718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:05.160752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:05.283367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:05.283533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:05.283588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:05.283620] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:05.287065] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-10T20:27:05.287356] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-10T20:27:05.287482] [INFO ] [sig       ] JCI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:05.425881] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JCI.txt
[2025-12-10T20:27:05.426036] [INFO ] [sig       ] [1776/3612] Completed JCI in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:05.426077] [INFO ] [sig       ] [1777/3612] Forecasting JD...
[2025-12-10T20:27:05.426108] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-10T20:27:05.426153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-10T20:27:05.437977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-10T20:27:05.438346] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-10T20:27:05.439189] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-10T20:27:05.439241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:05.439273] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:05.439300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:05.439358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:05.495978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:05.496682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:05.496759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:05.496791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:05.617007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:05.617157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:05.617194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:05.617221] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:05.620892] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-12-10T20:27:05.621160] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-10T20:27:05.621281] [INFO ] [sig       ] JD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:05.787233] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JD.txt
[2025-12-10T20:27:05.787397] [INFO ] [sig       ] [1777/3612] Completed JD in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:05.787436] [INFO ] [sig       ] [1778/3612] Forecasting JDZG...
[2025-12-10T20:27:05.787466] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-10T20:27:05.787495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-10T20:27:05.798870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-10T20:27:05.799166] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-10T20:27:05.800118] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-10T20:27:05.800168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:05.800199] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:05.800224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:05.800278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:05.857595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:05.858259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:05.858335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:05.858367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:05.985387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:05.985543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:05.985600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:05.985630] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:05.988973] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-10T20:27:05.989290] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-10T20:27:05.989430] [INFO ] [sig       ] JDZG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:06.133660] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JDZG.txt
[2025-12-10T20:27:06.133797] [INFO ] [sig       ] [1778/3612] Completed JDZG in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:06.133835] [INFO ] [sig       ] [1779/3612] Forecasting JEF...
[2025-12-10T20:27:06.133863] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-10T20:27:06.133892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-10T20:27:06.145145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-10T20:27:06.145637] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-10T20:27:06.146390] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-10T20:27:06.146652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:06.146683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:06.146709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:06.146768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:06.203753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:06.204416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:06.204493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:06.204528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:06.328231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:06.328377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:06.328414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:06.328441] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:06.332072] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-10T20:27:06.332342] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-10T20:27:06.332462] [INFO ] [sig       ] JEF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:06.483088] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JEF.txt
[2025-12-10T20:27:06.483235] [INFO ] [sig       ] [1779/3612] Completed JEF in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.7m
[2025-12-10T20:27:06.483274] [INFO ] [sig       ] [1780/3612] Forecasting JELD...
[2025-12-10T20:27:06.483303] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-10T20:27:06.483332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-10T20:27:06.494528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-10T20:27:06.494856] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-10T20:27:06.495609] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-10T20:27:06.495658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:06.495690] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:06.495717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:06.495771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:06.552058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:06.552748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:06.552825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:06.552856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:06.671098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:06.671247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:06.671290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:06.671319] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:06.674870] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-10T20:27:06.675145] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-10T20:27:06.675271] [INFO ] [sig       ] JELD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:06.813374] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JELD.txt
[2025-12-10T20:27:06.813501] [INFO ] [sig       ] [1780/3612] Completed JELD in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.6m
[2025-12-10T20:27:06.813539] [INFO ] [sig       ] [1781/3612] Forecasting JEPQ...
[2025-12-10T20:27:06.813567] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-10T20:27:06.813620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-10T20:27:06.825150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-10T20:27:06.825434] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-10T20:27:06.826188] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-10T20:27:06.826238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:06.826295] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:06.826323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:06.826378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:06.884740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:06.885503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:06.885597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:06.885631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:07.012905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:07.013054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:07.013092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:07.013119] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:07.016813] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-10T20:27:07.017079] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-10T20:27:07.017200] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:07.159540] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JEPQ.txt
[2025-12-10T20:27:07.159689] [INFO ] [sig       ] [1781/3612] Completed JEPQ in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.6m
[2025-12-10T20:27:07.159729] [INFO ] [sig       ] [1782/3612] Forecasting JFIN...
[2025-12-10T20:27:07.159757] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-10T20:27:07.159786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-10T20:27:07.172528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-10T20:27:07.172826] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-10T20:27:07.173760] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-10T20:27:07.173809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:07.173840] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:07.173866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:07.173921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:07.232587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:07.233290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:07.233372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:07.233404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:07.357307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:07.357662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:07.357704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:07.357749] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:07.361136] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-10T20:27:07.361416] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-10T20:27:07.361543] [INFO ] [sig       ] JFIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:07.513172] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JFIN.txt
[2025-12-10T20:27:07.513333] [INFO ] [sig       ] [1782/3612] Completed JFIN in 0.4s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:07.513375] [INFO ] [sig       ] [1783/3612] Forecasting JGLO...
[2025-12-10T20:27:07.513407] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-10T20:27:07.513439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-10T20:27:07.525972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-10T20:27:07.526321] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-10T20:27:07.527307] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-10T20:27:07.527359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:07.527393] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:07.527420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:07.527477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:07.586858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:07.587764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:07.587852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:07.587886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:07.709226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:07.709389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:07.709431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:07.709460] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:07.712868] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-12-10T20:27:07.713152] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-10T20:27:07.713277] [INFO ] [sig       ] JGLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:07.856460] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JGLO.txt
[2025-12-10T20:27:07.856618] [INFO ] [sig       ] [1783/3612] Completed JGLO in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:07.856658] [INFO ] [sig       ] [1784/3612] Forecasting JHG...
[2025-12-10T20:27:07.856688] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-10T20:27:07.856717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-10T20:27:07.868961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-10T20:27:07.869333] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-10T20:27:07.870299] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-10T20:27:07.870349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:07.870379] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:07.870404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:07.870458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:07.928554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:07.929424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:07.929507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:07.929540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:08.055388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:08.055751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:08.055792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:08.055855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:08.059849] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-10T20:27:08.060129] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-10T20:27:08.060254] [INFO ] [sig       ] JHG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:08.205673] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JHG.txt
[2025-12-10T20:27:08.205824] [INFO ] [sig       ] [1784/3612] Completed JHG in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:08.205865] [INFO ] [sig       ] [1785/3612] Forecasting JHI...
[2025-12-10T20:27:08.205893] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-10T20:27:08.205932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-10T20:27:08.217689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-10T20:27:08.218090] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-10T20:27:08.218868] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-10T20:27:08.218919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:08.218950] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:08.218975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:08.219030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:08.275464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:08.276294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:08.276377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:08.276408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:08.384189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:08.384342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:08.384379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:08.384407] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:08.387706] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-12-10T20:27:08.387999] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-10T20:27:08.388124] [INFO ] [sig       ] JHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:08.527987] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JHI.txt
[2025-12-10T20:27:08.528137] [INFO ] [sig       ] [1785/3612] Completed JHI in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:08.528177] [INFO ] [sig       ] [1786/3612] Forecasting JHX...
[2025-12-10T20:27:08.528205] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-10T20:27:08.528233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-10T20:27:08.541961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-10T20:27:08.542317] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-10T20:27:08.543119] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-10T20:27:08.543181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:08.543213] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:08.543238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:08.543294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:08.602934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:08.603884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:08.603969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:08.604001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:08.727814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:08.727974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:08.728013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:08.728041] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:08.732260] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-10T20:27:08.732794] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-10T20:27:08.732964] [INFO ] [sig       ] JHX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:08.872952] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JHX.txt
[2025-12-10T20:27:08.873098] [INFO ] [sig       ] [1786/3612] Completed JHX in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:08.873139] [INFO ] [sig       ] [1787/3612] Forecasting JILL...
[2025-12-10T20:27:08.873167] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-10T20:27:08.873196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-10T20:27:08.886032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-10T20:27:08.886380] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-10T20:27:08.887165] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-10T20:27:08.887218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:08.887251] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:08.887279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:08.887336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:08.946162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:08.947031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:08.947112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:08.947145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:09.067979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:09.068130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:09.068170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:09.068198] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:09.072021] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-10T20:27:09.072342] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-10T20:27:09.072475] [INFO ] [sig       ] JILL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:09.217847] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JILL.txt
[2025-12-10T20:27:09.218009] [INFO ] [sig       ] [1787/3612] Completed JILL in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:09.218050] [INFO ] [sig       ] [1788/3612] Forecasting JIVE...
[2025-12-10T20:27:09.218081] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-10T20:27:09.218111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-10T20:27:09.230197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-10T20:27:09.230833] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-10T20:27:09.231861] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-10T20:27:09.231916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:09.231949] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:09.231976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:09.232032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:09.289965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:09.290877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:09.290973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:09.291007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:09.402102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:09.402263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:09.402301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:09.402327] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:09.406113] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-12-10T20:27:09.406379] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-10T20:27:09.406495] [INFO ] [sig       ] JIVE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:09.548107] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JIVE.txt
[2025-12-10T20:27:09.548238] [INFO ] [sig       ] [1788/3612] Completed JIVE in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:09.548276] [INFO ] [sig       ] [1789/3612] Forecasting JJSF...
[2025-12-10T20:27:09.548305] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-10T20:27:09.548333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-10T20:27:09.561161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-10T20:27:09.561505] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-10T20:27:09.562271] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-10T20:27:09.562326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:09.562357] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:09.562383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:09.562438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:09.619633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:09.620296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:09.620375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:09.620405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:09.742283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:09.742435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:09.742474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:09.742501] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:09.746361] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-10T20:27:09.746835] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-10T20:27:09.746954] [INFO ] [sig       ] JJSF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:09.888397] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JJSF.txt
[2025-12-10T20:27:09.888529] [INFO ] [sig       ] [1789/3612] Completed JJSF in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:09.888589] [INFO ] [sig       ] [1790/3612] Forecasting JKHY...
[2025-12-10T20:27:09.888622] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-10T20:27:09.888651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-10T20:27:09.900298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-10T20:27:09.900624] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-10T20:27:09.901366] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-10T20:27:09.901416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:09.901447] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:09.901473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:09.901529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:09.957510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:09.958193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:09.958273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:09.958304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:10.075241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:10.075391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:10.075430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:10.075459] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:10.078750] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-10T20:27:10.079016] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-10T20:27:10.079137] [INFO ] [sig       ] JKHY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:10.216967] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JKHY.txt
[2025-12-10T20:27:10.217114] [INFO ] [sig       ] [1790/3612] Completed JKHY in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:10.217153] [INFO ] [sig       ] [1791/3612] Forecasting JKS...
[2025-12-10T20:27:10.217182] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-10T20:27:10.217211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-10T20:27:10.228293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-10T20:27:10.228646] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-10T20:27:10.229430] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-10T20:27:10.229480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:10.229512] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:10.229539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:10.229618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:10.285549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:10.286402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:10.286524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:10.286557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:10.401656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:10.401816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:10.401853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:10.401881] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:10.405200] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=36.78%)
[2025-12-10T20:27:10.405485] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-10T20:27:10.405626] [INFO ] [sig       ] JKS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:10.545061] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JKS.txt
[2025-12-10T20:27:10.545203] [INFO ] [sig       ] [1791/3612] Completed JKS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:10.545242] [INFO ] [sig       ] [1792/3612] Forecasting JLL...
[2025-12-10T20:27:10.545271] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-10T20:27:10.545299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-10T20:27:10.556719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-10T20:27:10.557003] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-10T20:27:10.557789] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-10T20:27:10.557839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:10.557870] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:10.557895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:10.557950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:10.614301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:10.615179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:10.615259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:10.615293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:10.739753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:10.739904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:10.739943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:10.739971] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:10.743326] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-10T20:27:10.743620] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-10T20:27:10.743745] [INFO ] [sig       ] JLL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:10.884017] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JLL.txt
[2025-12-10T20:27:10.884169] [INFO ] [sig       ] [1792/3612] Completed JLL in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:10.884209] [INFO ] [sig       ] [1793/3612] Forecasting JLS...
[2025-12-10T20:27:10.884237] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-10T20:27:10.884266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-10T20:27:10.897205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-10T20:27:10.897607] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-10T20:27:10.898433] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-10T20:27:10.898486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:10.898516] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:10.898543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:10.898616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:10.958444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:10.959288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:10.959376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:10.959413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:11.074030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:11.074186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:11.074244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:11.074272] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:11.077664] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-10T20:27:11.077969] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-10T20:27:11.078093] [INFO ] [sig       ] JLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:11.225249] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JLS.txt
[2025-12-10T20:27:11.225395] [INFO ] [sig       ] [1793/3612] Completed JLS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:11.225434] [INFO ] [sig       ] [1794/3612] Forecasting JMIA...
[2025-12-10T20:27:11.225462] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-10T20:27:11.225490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-10T20:27:11.236982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-10T20:27:11.237304] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-10T20:27:11.238140] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-10T20:27:11.238191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:11.238221] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:11.238247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:11.238302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:11.298115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:11.299232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:11.299340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:11.299385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:11.424051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:11.424199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:11.424238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:11.424267] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:11.427981] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-10T20:27:11.428253] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-10T20:27:11.428375] [INFO ] [sig       ] JMIA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:11.568096] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JMIA.txt
[2025-12-10T20:27:11.568248] [INFO ] [sig       ] [1794/3612] Completed JMIA in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:11.568287] [INFO ] [sig       ] [1795/3612] Forecasting JMSB...
[2025-12-10T20:27:11.568318] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-10T20:27:11.568346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-10T20:27:11.579087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-10T20:27:11.579351] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-10T20:27:11.580135] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-10T20:27:11.580185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:11.580216] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:11.580242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:11.580296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:11.636111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:11.636768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:11.636843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:11.636873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:11.743803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:11.743933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:11.743971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:11.743999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:11.747198] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2025-12-10T20:27:11.747466] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-10T20:27:11.747600] [INFO ] [sig       ] JMSB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:11.887627] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JMSB.txt
[2025-12-10T20:27:11.887755] [INFO ] [sig       ] [1795/3612] Completed JMSB in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:11.887794] [INFO ] [sig       ] [1796/3612] Forecasting JNJ...
[2025-12-10T20:27:11.887823] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-10T20:27:11.887851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-10T20:27:11.902041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-10T20:27:11.902341] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-10T20:27:11.903107] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-10T20:27:11.903158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:11.903188] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:11.903215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:11.903269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:11.960526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:11.961286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:11.961364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:11.961395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:12.089010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:12.089146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:12.089182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:12.089211] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:12.092661] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-10T20:27:12.092927] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-10T20:27:12.093046] [INFO ] [sig       ] JNJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:12.234986] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JNJ.txt
[2025-12-10T20:27:12.235139] [INFO ] [sig       ] [1796/3612] Completed JNJ in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.6m
[2025-12-10T20:27:12.235177] [INFO ] [sig       ] [1797/3612] Forecasting JOBY...
[2025-12-10T20:27:12.235204] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-10T20:27:12.235234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-10T20:27:12.246732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-10T20:27:12.247065] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-10T20:27:12.247869] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-10T20:27:12.247919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:12.247963] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:12.247990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:12.248045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:12.306285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:12.307139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:12.307221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:12.307253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:12.431766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:12.431902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:12.431940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:12.431969] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:12.435706] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-10T20:27:12.435976] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-10T20:27:12.436100] [INFO ] [sig       ] JOBY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:12.574951] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JOBY.txt
[2025-12-10T20:27:12.575077] [INFO ] [sig       ] [1797/3612] Completed JOBY in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.5m
[2025-12-10T20:27:12.575114] [INFO ] [sig       ] [1798/3612] Forecasting JOE...
[2025-12-10T20:27:12.575143] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-10T20:27:12.575171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-10T20:27:12.586481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-10T20:27:12.586801] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-10T20:27:12.587634] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-10T20:27:12.587686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:12.587761] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:12.587789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:12.587845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:12.646143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:12.646874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:12.646954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:12.646986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:12.780600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:12.780753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:12.780793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:12.780821] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:12.784158] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-10T20:27:12.784445] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-10T20:27:12.784591] [INFO ] [sig       ] JOE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:12.929900] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JOE.txt
[2025-12-10T20:27:12.930037] [INFO ] [sig       ] [1798/3612] Completed JOE in 0.4s | 2.87 sym/s | Total: 10.4m | ETA: 10.5m
[2025-12-10T20:27:12.930077] [INFO ] [sig       ] [1799/3612] Forecasting JOF...
[2025-12-10T20:27:12.930105] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-10T20:27:12.930133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-10T20:27:12.940624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-10T20:27:12.940915] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-10T20:27:12.941682] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-10T20:27:12.941732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:12.941762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:12.941788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:12.941842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:12.999178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:13.000080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:13.000180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:13.000228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:13.119963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:13.120136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:13.120176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:13.120203] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:13.123662] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-10T20:27:13.123930] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-10T20:27:13.124046] [INFO ] [sig       ] JOF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:13.274036] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JOF.txt
[2025-12-10T20:27:13.274182] [INFO ] [sig       ] [1799/3612] Completed JOF in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:13.274222] [INFO ] [sig       ] [1800/3612] Forecasting JPC...
[2025-12-10T20:27:13.274249] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-10T20:27:13.274278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-10T20:27:13.286320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-10T20:27:13.286801] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-10T20:27:13.287541] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-10T20:27:13.287608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:13.287640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:13.287665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:13.287745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:13.347255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:13.348119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:13.348207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:13.348240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:13.468035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:13.468192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:13.468230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:13.468257] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:13.471723] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-10T20:27:13.471991] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-10T20:27:13.472114] [INFO ] [sig       ] JPC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:13.622499] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JPC.txt
[2025-12-10T20:27:13.622682] [INFO ] [sig       ] [1800/3612] Completed JPC in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:13.622725] [INFO ] [sig       ] [1801/3612] Forecasting JPEF...
[2025-12-10T20:27:13.622764] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-10T20:27:13.622794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-10T20:27:13.635234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-10T20:27:13.635597] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-10T20:27:13.636342] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-10T20:27:13.636402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:13.636439] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:13.636471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:13.636536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:13.696359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:13.697200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:13.697280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:13.697311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:13.817443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:13.817825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:13.817867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:13.817929] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:13.821501] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-10T20:27:13.821815] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-10T20:27:13.821947] [INFO ] [sig       ] JPEF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:13.964792] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JPEF.txt
[2025-12-10T20:27:13.964941] [INFO ] [sig       ] [1801/3612] Completed JPEF in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:13.964981] [INFO ] [sig       ] [1802/3612] Forecasting JPM...
[2025-12-10T20:27:13.965010] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-10T20:27:13.965039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-10T20:27:13.977032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-10T20:27:13.977404] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-10T20:27:13.978240] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-10T20:27:13.978294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:13.978326] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:13.978353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:13.978409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:14.039033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:14.039902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:14.039987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:14.040020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:14.166061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:14.166207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:14.166247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:14.166277] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:14.170286] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-10T20:27:14.170564] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-10T20:27:14.170884] [INFO ] [sig       ] JPM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:14.319859] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JPM.txt
[2025-12-10T20:27:14.320001] [INFO ] [sig       ] [1802/3612] Completed JPM in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:14.320041] [INFO ] [sig       ] [1803/3612] Forecasting JQC...
[2025-12-10T20:27:14.320069] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-10T20:27:14.320098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-10T20:27:14.331589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-10T20:27:14.331913] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-10T20:27:14.332693] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-10T20:27:14.332744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:14.332774] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:14.332799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:14.332856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:14.389772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:14.390636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:14.390720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:14.390751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:14.510534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:14.510738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:14.510782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:14.510810] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:14.514155] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2025-12-10T20:27:14.514454] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-10T20:27:14.514602] [INFO ] [sig       ] JQC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:14.655079] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JQC.txt
[2025-12-10T20:27:14.655234] [INFO ] [sig       ] [1803/3612] Completed JQC in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:14.655272] [INFO ] [sig       ] [1804/3612] Forecasting JRI...
[2025-12-10T20:27:14.655303] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-10T20:27:14.655332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-10T20:27:14.669880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-10T20:27:14.670339] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-10T20:27:14.671303] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-10T20:27:14.671356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:14.671389] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:14.671416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:14.671473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:14.737150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:14.738570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:14.738871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:14.738905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:14.867173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:14.867331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:14.867373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:14.867421] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:14.870879] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-10T20:27:14.871163] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-10T20:27:14.871288] [INFO ] [sig       ] JRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:15.016444] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JRI.txt
[2025-12-10T20:27:15.016791] [INFO ] [sig       ] [1804/3612] Completed JRI in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:15.016833] [INFO ] [sig       ] [1805/3612] Forecasting JRS...
[2025-12-10T20:27:15.016862] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-10T20:27:15.016890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-10T20:27:15.031270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-10T20:27:15.031607] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-10T20:27:15.032380] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-10T20:27:15.032432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:15.032465] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:15.032493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:15.032554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:15.094826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:15.095562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:15.095673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:15.095724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:15.216739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:15.216903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:15.216943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:15.216972] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:15.220482] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-10T20:27:15.220810] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-10T20:27:15.220949] [INFO ] [sig       ] JRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:15.367795] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JRS.txt
[2025-12-10T20:27:15.367929] [INFO ] [sig       ] [1805/3612] Completed JRS in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:15.367967] [INFO ] [sig       ] [1806/3612] Forecasting JSM...
[2025-12-10T20:27:15.367995] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-10T20:27:15.368022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-10T20:27:15.380142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-10T20:27:15.380444] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-10T20:27:15.381335] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-10T20:27:15.381387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:15.381419] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:15.381454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:15.381537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:15.442348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:15.443287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:15.443372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:15.443425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:15.563678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:15.563839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:15.563878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:15.563907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:15.567429] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=51.48%)
[2025-12-10T20:27:15.567811] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-10T20:27:15.567958] [INFO ] [sig       ] JSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:15.721879] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JSM.txt
[2025-12-10T20:27:15.722039] [INFO ] [sig       ] [1806/3612] Completed JSM in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:15.722077] [INFO ] [sig       ] [1807/3612] Forecasting JSMD...
[2025-12-10T20:27:15.722108] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-10T20:27:15.722137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-10T20:27:15.734418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-10T20:27:15.734763] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-10T20:27:15.735562] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-10T20:27:15.735631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:15.735663] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:15.735690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:15.735747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:15.800736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:15.801604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:15.801685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:15.801720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:15.938463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:15.938633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:15.938675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:15.938702] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:15.941958] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-10T20:27:15.942223] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-10T20:27:15.942339] [INFO ] [sig       ] JSMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:16.083829] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JSMD.txt
[2025-12-10T20:27:16.083942] [INFO ] [sig       ] [1807/3612] Completed JSMD in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:16.083980] [INFO ] [sig       ] [1808/3612] Forecasting JSML...
[2025-12-10T20:27:16.084007] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-10T20:27:16.084035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-10T20:27:16.095173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-10T20:27:16.095436] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-10T20:27:16.096189] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-10T20:27:16.096239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:16.096269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:16.096296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:16.096361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:16.153155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:16.153993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:16.154092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:16.154125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:16.269788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:16.269948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:16.269988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:16.270016] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:16.273489] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-10T20:27:16.273790] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-10T20:27:16.273915] [INFO ] [sig       ] JSML: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:16.415417] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JSML.txt
[2025-12-10T20:27:16.415594] [INFO ] [sig       ] [1808/3612] Completed JSML in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:16.415638] [INFO ] [sig       ] [1809/3612] Forecasting JTAI...
[2025-12-10T20:27:16.415667] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-10T20:27:16.415695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-10T20:27:16.428159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-10T20:27:16.428532] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-10T20:27:16.429330] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-10T20:27:16.429381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:16.429413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:16.429437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:16.429496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:16.490645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:16.491374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:16.491455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:16.491487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:16.611973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:16.612136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:16.612175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:16.612203] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:16.615735] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-10T20:27:16.616055] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-10T20:27:16.616188] [INFO ] [sig       ] JTAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:16.757939] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JTAI.txt
[2025-12-10T20:27:16.758071] [INFO ] [sig       ] [1809/3612] Completed JTAI in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:16.758109] [INFO ] [sig       ] [1810/3612] Forecasting JTEK...
[2025-12-10T20:27:16.758140] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-10T20:27:16.758168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-10T20:27:16.769850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-10T20:27:16.770165] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-10T20:27:16.771121] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-10T20:27:16.771183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:16.771216] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:16.771244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:16.771299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:16.829874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:16.830719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:16.830798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:16.830830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:16.950940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:16.951099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:16.951137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:16.951164] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:16.954437] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2025-12-10T20:27:16.954723] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-10T20:27:16.954843] [INFO ] [sig       ] JTEK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:17.094825] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JTEK.txt
[2025-12-10T20:27:17.094986] [INFO ] [sig       ] [1810/3612] Completed JTEK in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:17.095026] [INFO ] [sig       ] [1811/3612] Forecasting JVA...
[2025-12-10T20:27:17.095054] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-10T20:27:17.095083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-10T20:27:17.107414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-10T20:27:17.107812] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-10T20:27:17.108651] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-10T20:27:17.108704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:17.108739] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:17.108767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:17.108835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:17.167273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:17.168198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:17.168281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:17.168315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:17.288160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:17.288313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:17.288353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:17.288384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:17.291969] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2025-12-10T20:27:17.292266] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-10T20:27:17.292394] [INFO ] [sig       ] JVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:17.435011] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/JVA.txt
[2025-12-10T20:27:17.435170] [INFO ] [sig       ] [1811/3612] Completed JVA in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:17.435209] [INFO ] [sig       ] [1812/3612] Forecasting JXN...
[2025-12-10T20:27:17.435238] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-10T20:27:17.435267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-10T20:27:17.446216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-10T20:27:17.446521] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-10T20:27:17.447300] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-10T20:27:17.447350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:17.447381] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:17.447407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:17.447461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:17.504300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:17.505091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:17.505171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:17.505204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:17.634270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:17.634420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:17.634461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:17.634488] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:17.638193] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-10T20:27:17.638471] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-10T20:27:17.638614] [INFO ] [sig       ] JXN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:17.784700] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/JXN.txt
[2025-12-10T20:27:17.784825] [INFO ] [sig       ] [1812/3612] Completed JXN in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:17.784863] [INFO ] [sig       ] [1813/3612] Forecasting K...
[2025-12-10T20:27:17.784892] [INFO ] [sig       ] Generating forecast for: K
[2025-12-10T20:27:17.784920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-10T20:27:17.796487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-10T20:27:17.796796] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-10T20:27:17.797533] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-10T20:27:17.797603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:17.797635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:17.797661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:17.797738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:17.855487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:17.856292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:17.856368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:17.856398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:17.981000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:17.981155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:17.981193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:17.981221] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:17.984480] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-10T20:27:17.984761] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-10T20:27:17.984880] [INFO ] [sig       ] K: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:18.130892] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/K.txt
[2025-12-10T20:27:18.131026] [INFO ] [sig       ] [1813/3612] Completed K in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.5m
[2025-12-10T20:27:18.131067] [INFO ] [sig       ] [1814/3612] Forecasting KAI...
[2025-12-10T20:27:18.131095] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-10T20:27:18.131123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-10T20:27:18.145257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-10T20:27:18.145697] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-10T20:27:18.146544] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-10T20:27:18.146619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:18.146654] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:18.146681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:18.146738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:18.210529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:18.211402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:18.211484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:18.211517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:18.338302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:18.338450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:18.338489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:18.338516] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:18.342003] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-10T20:27:18.342270] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-10T20:27:18.342389] [INFO ] [sig       ] KAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:18.484819] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KAI.txt
[2025-12-10T20:27:18.484953] [INFO ] [sig       ] [1814/3612] Completed KAI in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.4m
[2025-12-10T20:27:18.484993] [INFO ] [sig       ] [1815/3612] Forecasting KARO...
[2025-12-10T20:27:18.485020] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-10T20:27:18.485047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-10T20:27:18.496293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-10T20:27:18.496612] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-10T20:27:18.497387] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-10T20:27:18.497438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:18.497499] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:18.497527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:18.497605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:18.559667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:18.560555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:18.560839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:18.560873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:18.681277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:18.681412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:18.681451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:18.681479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:18.685145] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-10T20:27:18.685427] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-10T20:27:18.685549] [INFO ] [sig       ] KARO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:18.833065] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KARO.txt
[2025-12-10T20:27:18.833192] [INFO ] [sig       ] [1815/3612] Completed KARO in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.4m
[2025-12-10T20:27:18.833231] [INFO ] [sig       ] [1816/3612] Forecasting KB...
[2025-12-10T20:27:18.833259] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-10T20:27:18.833289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-10T20:27:18.845656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-10T20:27:18.845936] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-10T20:27:18.846709] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-10T20:27:18.846761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:18.846791] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:18.846816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:18.846871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:18.905083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:18.905692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:18.905767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:18.905797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:19.029929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:19.030081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:19.030119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:19.030146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:19.033530] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-10T20:27:19.033814] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-10T20:27:19.033934] [INFO ] [sig       ] KB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:19.181635] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KB.txt
[2025-12-10T20:27:19.181769] [INFO ] [sig       ] [1816/3612] Completed KB in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:19.181809] [INFO ] [sig       ] [1817/3612] Forecasting KBH...
[2025-12-10T20:27:19.181838] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-10T20:27:19.181868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-10T20:27:19.193449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-10T20:27:19.193959] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-10T20:27:19.194729] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-10T20:27:19.194778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:19.194809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:19.194835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:19.194889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:19.255970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:19.256832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:19.256916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:19.256951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:19.383558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:19.383917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:19.383970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:19.383999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:19.387464] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-10T20:27:19.387765] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-10T20:27:19.387885] [INFO ] [sig       ] KBH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:19.529240] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KBH.txt
[2025-12-10T20:27:19.529363] [INFO ] [sig       ] [1817/3612] Completed KBH in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:19.529400] [INFO ] [sig       ] [1818/3612] Forecasting KBWB...
[2025-12-10T20:27:19.529428] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-10T20:27:19.529456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-10T20:27:19.541275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-10T20:27:19.541556] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-10T20:27:19.542318] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-10T20:27:19.542367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:19.542397] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:19.542422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:19.542475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:19.601950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:19.602588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:19.602665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:19.602697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:19.725826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:19.725956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:19.725993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:19.726052] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:19.729370] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-10T20:27:19.729669] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-10T20:27:19.729793] [INFO ] [sig       ] KBWB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:19.872083] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KBWB.txt
[2025-12-10T20:27:19.872208] [INFO ] [sig       ] [1818/3612] Completed KBWB in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:19.872246] [INFO ] [sig       ] [1819/3612] Forecasting KBWD...
[2025-12-10T20:27:19.872275] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-10T20:27:19.872303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-10T20:27:19.883662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-10T20:27:19.884144] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-10T20:27:19.884905] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-10T20:27:19.884954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:19.884985] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:19.885011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:19.885066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:19.942787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:19.943490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:19.943568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:19.943620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:20.062276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:20.062410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:20.062448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:20.062476] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:20.065984] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-10T20:27:20.066258] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-10T20:27:20.066380] [INFO ] [sig       ] KBWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:20.210152] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KBWD.txt
[2025-12-10T20:27:20.210292] [INFO ] [sig       ] [1819/3612] Completed KBWD in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:20.210332] [INFO ] [sig       ] [1820/3612] Forecasting KBWP...
[2025-12-10T20:27:20.210359] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-10T20:27:20.210387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-10T20:27:20.222154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-10T20:27:20.222449] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-10T20:27:20.223203] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-10T20:27:20.223253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:20.223284] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:20.223309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:20.223364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:20.283863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:20.284894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:20.284975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:20.285007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:20.402939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:20.403102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:20.403141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:20.403171] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:20.406515] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-10T20:27:20.406988] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-10T20:27:20.407109] [INFO ] [sig       ] KBWP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:20.550433] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KBWP.txt
[2025-12-10T20:27:20.550614] [INFO ] [sig       ] [1820/3612] Completed KBWP in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:20.550661] [INFO ] [sig       ] [1821/3612] Forecasting KBWY...
[2025-12-10T20:27:20.550689] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-10T20:27:20.550717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-10T20:27:20.562655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-10T20:27:20.563028] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-10T20:27:20.563832] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-10T20:27:20.563881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:20.563925] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:20.563953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:20.564011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:20.620365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:20.621257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:20.621341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:20.621372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:20.739269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:20.739443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:20.739495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:20.739535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:20.744195] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-10T20:27:20.744634] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-10T20:27:20.744810] [INFO ] [sig       ] KBWY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:20.891302] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KBWY.txt
[2025-12-10T20:27:20.891452] [INFO ] [sig       ] [1821/3612] Completed KBWY in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:20.891493] [INFO ] [sig       ] [1822/3612] Forecasting KC...
[2025-12-10T20:27:20.891522] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-10T20:27:20.891550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-10T20:27:20.904310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-10T20:27:20.904710] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-10T20:27:20.905984] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-10T20:27:20.906045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:20.906083] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:20.906119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:20.906198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:20.965684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:20.966563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:20.966671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:20.966703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:21.092373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:21.092532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:21.092588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:21.092619] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:21.095908] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-10T20:27:21.096185] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-10T20:27:21.096309] [INFO ] [sig       ] KC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:21.242955] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KC.txt
[2025-12-10T20:27:21.243110] [INFO ] [sig       ] [1822/3612] Completed KC in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:21.243150] [INFO ] [sig       ] [1823/3612] Forecasting KD...
[2025-12-10T20:27:21.243177] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-10T20:27:21.243205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-10T20:27:21.254929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-10T20:27:21.255298] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-10T20:27:21.256067] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-10T20:27:21.256117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:21.256147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:21.256172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:21.256226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:21.312382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:21.313205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:21.313285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:21.313318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:21.435319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:21.435472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:21.435511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:21.435539] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:21.439277] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-10T20:27:21.439553] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-10T20:27:21.439713] [INFO ] [sig       ] KD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:21.581064] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KD.txt
[2025-12-10T20:27:21.581201] [INFO ] [sig       ] [1823/3612] Completed KD in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:21.581239] [INFO ] [sig       ] [1824/3612] Forecasting KDP...
[2025-12-10T20:27:21.581265] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-10T20:27:21.581294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-10T20:27:21.593128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-10T20:27:21.593464] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-10T20:27:21.594230] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-10T20:27:21.594280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:21.594310] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:21.594334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:21.594389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:21.652476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:21.653354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:21.653435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:21.653467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:21.772642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:21.772793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:21.772831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:21.772858] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:21.776138] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-12-10T20:27:21.776405] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-10T20:27:21.776525] [INFO ] [sig       ] KDP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:21.915747] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KDP.txt
[2025-12-10T20:27:21.915884] [INFO ] [sig       ] [1824/3612] Completed KDP in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:21.915921] [INFO ] [sig       ] [1825/3612] Forecasting KE...
[2025-12-10T20:27:21.915958] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-10T20:27:21.915987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-10T20:27:21.928843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-10T20:27:21.929173] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-10T20:27:21.929938] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-10T20:27:21.929987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:21.930017] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:21.930043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:21.930097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:21.988652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:21.989713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:21.989796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:21.989862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:22.114323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:22.114480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:22.114519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:22.114546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:22.117927] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-10T20:27:22.118199] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-10T20:27:22.118318] [INFO ] [sig       ] KE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:22.256635] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KE.txt
[2025-12-10T20:27:22.256790] [INFO ] [sig       ] [1825/3612] Completed KE in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:22.256829] [INFO ] [sig       ] [1826/3612] Forecasting KELYA...
[2025-12-10T20:27:22.256858] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-10T20:27:22.256887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-10T20:27:22.269176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-10T20:27:22.269513] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-10T20:27:22.270279] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-10T20:27:22.270329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:22.270360] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:22.270386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:22.270442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:22.326624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:22.327448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:22.327529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:22.327561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:22.447931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:22.448088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:22.448128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:22.448156] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:22.451423] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-12-10T20:27:22.451712] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-10T20:27:22.451833] [INFO ] [sig       ] KELYA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:22.594104] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KELYA.txt
[2025-12-10T20:27:22.594238] [INFO ] [sig       ] [1826/3612] Completed KELYA in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:22.594277] [INFO ] [sig       ] [1827/3612] Forecasting KEN...
[2025-12-10T20:27:22.594305] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-10T20:27:22.594333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-10T20:27:22.606306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-10T20:27:22.606632] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-10T20:27:22.607599] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-10T20:27:22.607654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:22.607685] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:22.607711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:22.607806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:22.666901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:22.667546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:22.667645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:22.667679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:22.788251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:22.788417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:22.788464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:22.788494] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:22.791990] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-10T20:27:22.792271] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-10T20:27:22.792394] [INFO ] [sig       ] KEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:22.937450] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KEN.txt
[2025-12-10T20:27:22.937629] [INFO ] [sig       ] [1827/3612] Completed KEN in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:22.937672] [INFO ] [sig       ] [1828/3612] Forecasting KEP...
[2025-12-10T20:27:22.937702] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-10T20:27:22.937756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-10T20:27:22.950110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-10T20:27:22.950471] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-10T20:27:22.951493] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-10T20:27:22.951546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:22.951597] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:22.951629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:22.951686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:23.014044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:23.014932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:23.015017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:23.015051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:23.139734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:23.139882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:23.139923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:23.139969] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:23.143325] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-10T20:27:23.143614] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-10T20:27:23.143737] [INFO ] [sig       ] KEP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:23.284908] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KEP.txt
[2025-12-10T20:27:23.285085] [INFO ] [sig       ] [1828/3612] Completed KEP in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:23.285126] [INFO ] [sig       ] [1829/3612] Forecasting KEX...
[2025-12-10T20:27:23.285155] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-10T20:27:23.285184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-10T20:27:23.297361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-10T20:27:23.297959] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-10T20:27:23.298756] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-10T20:27:23.298807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:23.298839] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:23.298867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:23.298922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:23.355507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:23.356337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:23.356416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:23.356448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:23.481862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:23.482026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:23.482067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:23.482095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:23.485650] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-10T20:27:23.485937] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-10T20:27:23.486059] [INFO ] [sig       ] KEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:23.622603] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KEX.txt
[2025-12-10T20:27:23.622741] [INFO ] [sig       ] [1829/3612] Completed KEX in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:23.622782] [INFO ] [sig       ] [1830/3612] Forecasting KEYS...
[2025-12-10T20:27:23.622811] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-10T20:27:23.622840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-10T20:27:23.634352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-10T20:27:23.634673] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-10T20:27:23.635415] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-10T20:27:23.635465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:23.635496] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:23.635521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:23.635597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:23.692104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:23.692778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:23.692854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:23.692900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:23.822188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:23.822338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:23.822374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:23.822401] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:23.825691] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-10T20:27:23.825957] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-10T20:27:23.826074] [INFO ] [sig       ] KEYS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:23.965923] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KEYS.txt
[2025-12-10T20:27:23.966052] [INFO ] [sig       ] [1830/3612] Completed KEYS in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.4m
[2025-12-10T20:27:23.966090] [INFO ] [sig       ] [1831/3612] Forecasting KFS...
[2025-12-10T20:27:23.966119] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-10T20:27:23.966148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-10T20:27:23.977132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-10T20:27:23.977422] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-10T20:27:23.978223] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-10T20:27:23.978275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:23.978307] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:23.978334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:23.978390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:24.035745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:24.036603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:24.036682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:24.036719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:24.158323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:24.158473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:24.158511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:24.158540] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:24.162420] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-10T20:27:24.162705] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-10T20:27:24.162825] [INFO ] [sig       ] KFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:24.310059] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KFS.txt
[2025-12-10T20:27:24.310200] [INFO ] [sig       ] [1831/3612] Completed KFS in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.3m
[2025-12-10T20:27:24.310239] [INFO ] [sig       ] [1832/3612] Forecasting KFY...
[2025-12-10T20:27:24.310268] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-10T20:27:24.310297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-10T20:27:24.322313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-10T20:27:24.322623] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-10T20:27:24.323370] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-10T20:27:24.323420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:24.323477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:24.323504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:24.323595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:24.382364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:24.383033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:24.383109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:24.383140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:24.502534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:24.502704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:24.502743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:24.502771] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:24.506114] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-10T20:27:24.506405] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-10T20:27:24.506522] [INFO ] [sig       ] KFY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:24.702683] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KFY.txt
[2025-12-10T20:27:24.702828] [INFO ] [sig       ] [1832/3612] Completed KFY in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.3m
[2025-12-10T20:27:24.702868] [INFO ] [sig       ] [1833/3612] Forecasting KGS...
[2025-12-10T20:27:24.702896] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-10T20:27:24.702924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-10T20:27:24.716176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-10T20:27:24.716610] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-10T20:27:24.717596] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-10T20:27:24.717661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:24.717703] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:24.717780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:24.717846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:24.801822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:24.803103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:24.803201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:24.803244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:24.954075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:24.954249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:24.954299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:24.954328] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:24.957811] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-10T20:27:24.958327] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-10T20:27:24.958460] [INFO ] [sig       ] KGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:25.106279] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KGS.txt
[2025-12-10T20:27:25.106419] [INFO ] [sig       ] [1833/3612] Completed KGS in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.3m
[2025-12-10T20:27:25.106457] [INFO ] [sig       ] [1834/3612] Forecasting KHC...
[2025-12-10T20:27:25.106487] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-10T20:27:25.106515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-10T20:27:25.118030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-10T20:27:25.118297] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-10T20:27:25.119093] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-10T20:27:25.119153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:25.119185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:25.119211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:25.119265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:25.176927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:25.177563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:25.177855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:25.177886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:25.298299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:25.298407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:25.298442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:25.298469] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:25.301673] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-10T20:27:25.301938] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-10T20:27:25.302062] [INFO ] [sig       ] KHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:25.446370] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KHC.txt
[2025-12-10T20:27:25.446503] [INFO ] [sig       ] [1834/3612] Completed KHC in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:25.446541] [INFO ] [sig       ] [1835/3612] Forecasting KIDS...
[2025-12-10T20:27:25.446586] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-10T20:27:25.446619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-10T20:27:25.457991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-10T20:27:25.458267] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-10T20:27:25.459026] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-10T20:27:25.459076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:25.459106] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:25.459131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:25.459185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:25.517554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:25.518210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:25.518289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:25.518320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:25.642520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:25.642687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:25.642726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:25.642791] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:25.646242] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-10T20:27:25.646506] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-10T20:27:25.646642] [INFO ] [sig       ] KIDS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:25.788139] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KIDS.txt
[2025-12-10T20:27:25.788272] [INFO ] [sig       ] [1835/3612] Completed KIDS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:25.788311] [INFO ] [sig       ] [1836/3612] Forecasting KIM...
[2025-12-10T20:27:25.788338] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-10T20:27:25.788367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-10T20:27:25.801181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-10T20:27:25.801496] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-10T20:27:25.802283] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-10T20:27:25.802335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:25.802367] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:25.802394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:25.802451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:25.859680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:25.860566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:25.860681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:25.860714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:26.000757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:26.000924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:26.000972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:26.001001] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:26.004491] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-12-10T20:27:26.004817] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-10T20:27:26.004946] [INFO ] [sig       ] KIM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:26.145943] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KIM.txt
[2025-12-10T20:27:26.146089] [INFO ] [sig       ] [1836/3612] Completed KIM in 0.4s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:26.146127] [INFO ] [sig       ] [1837/3612] Forecasting KINS...
[2025-12-10T20:27:26.146156] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-10T20:27:26.146186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-10T20:27:26.158127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-10T20:27:26.158402] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-10T20:27:26.159326] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-10T20:27:26.159376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:26.159406] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:26.159431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:26.159486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:26.217356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:26.218251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:26.218336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:26.218367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:26.341760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:26.341908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:26.341946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:26.341974] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:26.345398] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-10T20:27:26.345687] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-10T20:27:26.345831] [INFO ] [sig       ] KINS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:26.495418] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KINS.txt
[2025-12-10T20:27:26.495598] [INFO ] [sig       ] [1837/3612] Completed KINS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:26.495641] [INFO ] [sig       ] [1838/3612] Forecasting KIO...
[2025-12-10T20:27:26.495672] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-10T20:27:26.495703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-10T20:27:26.508166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-10T20:27:26.508541] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-10T20:27:26.509373] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-10T20:27:26.509425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:26.509457] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:26.509484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:26.509541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:26.569431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:26.570337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:26.570430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:26.570462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:26.697598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:26.697769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:26.697809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:26.697836] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:26.701457] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-10T20:27:26.701747] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-10T20:27:26.701867] [INFO ] [sig       ] KIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:26.843913] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KIO.txt
[2025-12-10T20:27:26.844065] [INFO ] [sig       ] [1838/3612] Completed KIO in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:26.844106] [INFO ] [sig       ] [1839/3612] Forecasting KKRS...
[2025-12-10T20:27:26.844134] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-10T20:27:26.844162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-10T20:27:26.855301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-10T20:27:26.855699] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-10T20:27:26.856474] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-10T20:27:26.856523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:26.856554] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:26.856599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:26.856657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:26.913237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:26.914115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:26.914195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:26.914226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:27.029193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:27.029349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:27.029387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:27.029414] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:27.032732] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-10T20:27:27.033183] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-10T20:27:27.033301] [INFO ] [sig       ] KKRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:27.178299] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KKRS.txt
[2025-12-10T20:27:27.178447] [INFO ] [sig       ] [1839/3612] Completed KKRS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:27.178486] [INFO ] [sig       ] [1840/3612] Forecasting KLAC...
[2025-12-10T20:27:27.178514] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-10T20:27:27.178543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-10T20:27:27.190784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-10T20:27:27.191116] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-10T20:27:27.191886] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-10T20:27:27.191936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:27.191966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:27.191991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:27.192045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:27.251220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:27.252050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:27.252133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:27.252166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:27.380822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:27.380981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:27.381022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:27.381052] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:27.384859] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-12-10T20:27:27.385198] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-10T20:27:27.385338] [INFO ] [sig       ] KLAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:27.533978] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KLAC.txt
[2025-12-10T20:27:27.534108] [INFO ] [sig       ] [1840/3612] Completed KLAC in 0.4s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:27.534147] [INFO ] [sig       ] [1841/3612] Forecasting KLIC...
[2025-12-10T20:27:27.534175] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-10T20:27:27.534203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-10T20:27:27.546641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-10T20:27:27.546972] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-10T20:27:27.547974] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-10T20:27:27.548024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:27.548055] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:27.548081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:27.548135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:27.608403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:27.609306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:27.609388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:27.609419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:27.742538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:27.742740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:27.742782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:27.742809] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:27.746551] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-10T20:27:27.746858] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-10T20:27:27.746988] [INFO ] [sig       ] KLIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:27.893319] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KLIC.txt
[2025-12-10T20:27:27.893456] [INFO ] [sig       ] [1841/3612] Completed KLIC in 0.4s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:27.893493] [INFO ] [sig       ] [1842/3612] Forecasting KLXE...
[2025-12-10T20:27:27.893523] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-10T20:27:27.893550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-10T20:27:27.905426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-10T20:27:27.905725] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-10T20:27:27.906514] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-10T20:27:27.906563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:27.906613] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:27.906640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:27.906694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:27.966318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:27.967383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:27.967495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:27.967529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:28.088508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:28.088679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:28.088720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:28.088748] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:28.092552] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-10T20:27:28.092853] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-10T20:27:28.092978] [INFO ] [sig       ] KLXE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:28.236326] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KLXE.txt
[2025-12-10T20:27:28.236475] [INFO ] [sig       ] [1842/3612] Completed KLXE in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:28.236513] [INFO ] [sig       ] [1843/3612] Forecasting KMB...
[2025-12-10T20:27:28.236544] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-10T20:27:28.236588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-10T20:27:28.248141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-10T20:27:28.248449] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-10T20:27:28.249233] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-10T20:27:28.249283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:28.249313] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:28.249338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:28.249393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:28.307065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:28.307971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:28.308059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:28.308091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:28.424604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:28.424760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:28.424799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:28.424827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:28.428692] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-12-10T20:27:28.428959] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-10T20:27:28.429076] [INFO ] [sig       ] KMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:28.576190] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KMB.txt
[2025-12-10T20:27:28.576325] [INFO ] [sig       ] [1843/3612] Completed KMB in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:28.576364] [INFO ] [sig       ] [1844/3612] Forecasting KMDA...
[2025-12-10T20:27:28.576392] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-10T20:27:28.576420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-10T20:27:28.587841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-10T20:27:28.588159] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-10T20:27:28.588995] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-10T20:27:28.589046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:28.589078] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:28.589106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:28.589163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:28.648908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:28.649547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:28.649641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:28.649676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:28.774161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:28.774303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:28.774341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:28.774369] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:28.777912] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-10T20:27:28.778179] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-10T20:27:28.778300] [INFO ] [sig       ] KMDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:28.919895] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KMDA.txt
[2025-12-10T20:27:28.920042] [INFO ] [sig       ] [1844/3612] Completed KMDA in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:28.920265] [INFO ] [sig       ] [1845/3612] Forecasting KMI...
[2025-12-10T20:27:28.920294] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-10T20:27:28.920323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-10T20:27:28.932403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-10T20:27:28.932739] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-10T20:27:28.933512] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-10T20:27:28.933561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:28.933622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:28.933650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:28.933705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:28.991025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:28.991635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:28.991709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:28.991739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:29.111065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:29.111207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:29.111247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:29.111276] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:29.114684] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-10T20:27:29.114952] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-10T20:27:29.115073] [INFO ] [sig       ] KMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:29.259950] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KMI.txt
[2025-12-10T20:27:29.260125] [INFO ] [sig       ] [1845/3612] Completed KMI in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:29.260165] [INFO ] [sig       ] [1846/3612] Forecasting KMPB...
[2025-12-10T20:27:29.260193] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-10T20:27:29.260222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-10T20:27:29.271071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-10T20:27:29.271330] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-10T20:27:29.272114] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-10T20:27:29.272165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:29.272197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:29.272224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:29.272280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:29.333901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:29.334762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:29.334839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:29.334872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:29.449504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:29.449645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:29.449685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:29.449714] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:29.453146] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-12-10T20:27:29.453415] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-10T20:27:29.453535] [INFO ] [sig       ] KMPB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:29.596762] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KMPB.txt
[2025-12-10T20:27:29.596878] [INFO ] [sig       ] [1846/3612] Completed KMPB in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:29.596914] [INFO ] [sig       ] [1847/3612] Forecasting KMX...
[2025-12-10T20:27:29.596941] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-10T20:27:29.596969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-10T20:27:29.608757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-10T20:27:29.609296] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-10T20:27:29.610109] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-10T20:27:29.610159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:29.610190] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:29.610218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:29.610272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:29.670467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:29.671291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:29.671371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:29.671402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:29.792739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:29.792887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:29.792924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:29.792951] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:29.796255] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-10T20:27:29.796516] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-10T20:27:29.796655] [INFO ] [sig       ] KMX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:29.942855] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KMX.txt
[2025-12-10T20:27:29.943175] [INFO ] [sig       ] [1847/3612] Completed KMX in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.3m
[2025-12-10T20:27:29.943211] [INFO ] [sig       ] [1848/3612] Forecasting KN...
[2025-12-10T20:27:29.943240] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-10T20:27:29.943269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-10T20:27:29.955559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-10T20:27:29.955957] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-10T20:27:29.956747] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-10T20:27:29.956797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:29.956828] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:29.956854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:29.956908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:30.014772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:30.015699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:30.015789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:30.015821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:30.139043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:30.139203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:30.139242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:30.139269] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:30.142664] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=46.29%)
[2025-12-10T20:27:30.142960] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-10T20:27:30.143089] [INFO ] [sig       ] KN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:30.283859] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KN.txt
[2025-12-10T20:27:30.283993] [INFO ] [sig       ] [1848/3612] Completed KN in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.2m
[2025-12-10T20:27:30.284036] [INFO ] [sig       ] [1849/3612] Forecasting KNF...
[2025-12-10T20:27:30.284066] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-10T20:27:30.284096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-10T20:27:30.295554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-10T20:27:30.295849] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-10T20:27:30.296765] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-10T20:27:30.296813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:30.296869] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:30.296895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:30.296950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:30.355473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:30.356109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:30.356186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:30.356217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:30.477076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:30.477228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:30.477267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:30.477295] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:30.481471] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-12-10T20:27:30.481766] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-10T20:27:30.481896] [INFO ] [sig       ] KNF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:30.635619] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KNF.txt
[2025-12-10T20:27:30.635768] [INFO ] [sig       ] [1849/3612] Completed KNF in 0.4s | 2.87 sym/s | Total: 10.7m | ETA: 10.2m
[2025-12-10T20:27:30.635808] [INFO ] [sig       ] [1850/3612] Forecasting KNOP...
[2025-12-10T20:27:30.635838] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-10T20:27:30.635872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-10T20:27:30.648772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-10T20:27:30.649136] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-10T20:27:30.650015] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-10T20:27:30.650067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:30.650099] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:30.650126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:30.650181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:30.710442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:30.711165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:30.711259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:30.711293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:30.833386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:30.833544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:30.833599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:30.833627] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:30.837244] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-10T20:27:30.837514] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-10T20:27:30.837651] [INFO ] [sig       ] KNOP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:30.980954] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KNOP.txt
[2025-12-10T20:27:30.981078] [INFO ] [sig       ] [1850/3612] Completed KNOP in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 10.2m
[2025-12-10T20:27:30.981116] [INFO ] [sig       ] [1851/3612] Forecasting KNSA...
[2025-12-10T20:27:30.981143] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-10T20:27:30.981171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-10T20:27:30.993675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-10T20:27:30.993987] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-10T20:27:30.994971] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-10T20:27:30.995023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:30.995056] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:30.995083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:30.995139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:31.052542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:31.053331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:31.053408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:31.053439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:31.173235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:31.173378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:31.173415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:31.173442] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:31.176913] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-10T20:27:31.177191] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-10T20:27:31.177314] [INFO ] [sig       ] KNSA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:31.320926] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KNSA.txt
[2025-12-10T20:27:31.321244] [INFO ] [sig       ] [1851/3612] Completed KNSA in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:31.321282] [INFO ] [sig       ] [1852/3612] Forecasting KNSL...
[2025-12-10T20:27:31.321310] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-10T20:27:31.321339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-10T20:27:31.337204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-10T20:27:31.337525] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-10T20:27:31.338404] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-10T20:27:31.338456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:31.338487] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:31.338513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:31.338587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:31.397083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:31.397980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:31.398061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:31.398092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:31.519480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:31.519665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:31.519706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:31.519788] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:31.523354] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-10T20:27:31.523640] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-10T20:27:31.523761] [INFO ] [sig       ] KNSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:31.672729] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KNSL.txt
[2025-12-10T20:27:31.672836] [INFO ] [sig       ] [1852/3612] Completed KNSL in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:31.672873] [INFO ] [sig       ] [1853/3612] Forecasting KNTK...
[2025-12-10T20:27:31.672900] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-10T20:27:31.672928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-10T20:27:31.685372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-10T20:27:31.685662] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-10T20:27:31.686410] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-10T20:27:31.686460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:31.686491] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:31.686516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:31.686587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:31.743687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:31.744322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:31.744397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:31.744428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:31.861518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:31.861675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:31.861713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:31.861739] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:31.864976] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-10T20:27:31.865242] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-10T20:27:31.865360] [INFO ] [sig       ] KNTK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:32.006942] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KNTK.txt
[2025-12-10T20:27:32.007292] [INFO ] [sig       ] [1853/3612] Completed KNTK in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:32.007333] [INFO ] [sig       ] [1854/3612] Forecasting KNX...
[2025-12-10T20:27:32.007361] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-10T20:27:32.007388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-10T20:27:32.020266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-10T20:27:32.020676] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-10T20:27:32.021649] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-10T20:27:32.021704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:32.021734] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:32.021760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:32.021815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:32.081451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:32.082320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:32.082415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:32.082447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:32.214539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:32.214712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:32.214752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:32.214782] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:32.218756] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-10T20:27:32.219252] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-10T20:27:32.219384] [INFO ] [sig       ] KNX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:32.364664] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KNX.txt
[2025-12-10T20:27:32.364792] [INFO ] [sig       ] [1854/3612] Completed KNX in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:32.364831] [INFO ] [sig       ] [1855/3612] Forecasting KOD...
[2025-12-10T20:27:32.364859] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-10T20:27:32.364888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-10T20:27:32.378457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-10T20:27:32.378759] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-10T20:27:32.379701] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-10T20:27:32.379750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:32.379781] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:32.379806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:32.379863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:32.440823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:32.441743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:32.441844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:32.441882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:32.567451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:32.567653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:32.567753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:32.567798] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:32.572655] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-12-10T20:27:32.572956] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-10T20:27:32.573263] [INFO ] [sig       ] KOD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:32.722912] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KOD.txt
[2025-12-10T20:27:32.723037] [INFO ] [sig       ] [1855/3612] Completed KOD in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:32.723075] [INFO ] [sig       ] [1856/3612] Forecasting KODK...
[2025-12-10T20:27:32.723102] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-10T20:27:32.723130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-10T20:27:32.734152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-10T20:27:32.734432] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-10T20:27:32.735192] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-10T20:27:32.735241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:32.735272] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:32.735309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:32.735365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:32.793405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:32.794353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:32.794442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:32.794475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:32.916417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:32.916593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:32.916634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:32.916663] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:32.920344] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2025-12-10T20:27:32.920750] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-10T20:27:32.920897] [INFO ] [sig       ] KODK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:33.073089] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KODK.txt
[2025-12-10T20:27:33.073244] [INFO ] [sig       ] [1856/3612] Completed KODK in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:33.073287] [INFO ] [sig       ] [1857/3612] Forecasting KOF...
[2025-12-10T20:27:33.073317] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-10T20:27:33.073347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-10T20:27:33.085851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-10T20:27:33.086154] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-10T20:27:33.086943] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-10T20:27:33.086995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:33.087028] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:33.087056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:33.087113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:33.149169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:33.150126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:33.150205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:33.150238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:33.269106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:33.269257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:33.269295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:33.269324] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:33.272613] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-12-10T20:27:33.272879] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-10T20:27:33.272998] [INFO ] [sig       ] KOF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:33.410268] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KOF.txt
[2025-12-10T20:27:33.410384] [INFO ] [sig       ] [1857/3612] Completed KOF in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:33.410422] [INFO ] [sig       ] [1858/3612] Forecasting KOP...
[2025-12-10T20:27:33.410449] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-10T20:27:33.410478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-10T20:27:33.422163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-10T20:27:33.422447] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-10T20:27:33.423278] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-10T20:27:33.423329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:33.423360] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:33.423385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:33.423440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:33.479859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:33.480458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:33.480535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:33.480566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:33.598122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:33.598264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:33.598301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:33.598329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:33.601591] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-12-10T20:27:33.601861] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-10T20:27:33.601984] [INFO ] [sig       ] KOP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:33.740839] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KOP.txt
[2025-12-10T20:27:33.740955] [INFO ] [sig       ] [1858/3612] Completed KOP in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:33.740992] [INFO ] [sig       ] [1859/3612] Forecasting KOPN...
[2025-12-10T20:27:33.741020] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-10T20:27:33.741048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-10T20:27:33.752644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-10T20:27:33.752924] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-10T20:27:33.753692] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-10T20:27:33.753742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:33.753772] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:33.753798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:33.753852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:33.810126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:33.810731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:33.810833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:33.810866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:33.932159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:33.932336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:33.932381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:33.932409] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:33.936043] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-10T20:27:33.936343] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-10T20:27:33.936467] [INFO ] [sig       ] KOPN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:34.076742] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KOPN.txt
[2025-12-10T20:27:34.076865] [INFO ] [sig       ] [1859/3612] Completed KOPN in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:34.076902] [INFO ] [sig       ] [1860/3612] Forecasting KOS...
[2025-12-10T20:27:34.076930] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-10T20:27:34.076965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-10T20:27:34.088630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-10T20:27:34.088904] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-10T20:27:34.089667] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-10T20:27:34.089716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:34.089746] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:34.089772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:34.089827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:34.146137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:34.146785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:34.146860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:34.146894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:34.263133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:34.263261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:34.263297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:34.263325] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:34.266533] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-10T20:27:34.266813] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-10T20:27:34.266935] [INFO ] [sig       ] KOS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:34.406446] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KOS.txt
[2025-12-10T20:27:34.406589] [INFO ] [sig       ] [1860/3612] Completed KOS in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:34.406630] [INFO ] [sig       ] [1861/3612] Forecasting KOSS...
[2025-12-10T20:27:34.406658] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-10T20:27:34.406686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-10T20:27:34.417592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-10T20:27:34.417905] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-10T20:27:34.418682] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-10T20:27:34.418731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:34.418762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:34.418788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:34.418842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:34.477662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:34.478360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:34.478475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:34.478520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:34.590790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:34.590944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:34.590981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:34.591008] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:34.594346] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2025-12-10T20:27:34.594644] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-10T20:27:34.594768] [INFO ] [sig       ] KOSS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:34.741095] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KOSS.txt
[2025-12-10T20:27:34.741223] [INFO ] [sig       ] [1861/3612] Completed KOSS in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:34.741261] [INFO ] [sig       ] [1862/3612] Forecasting KPRX...
[2025-12-10T20:27:34.741289] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-10T20:27:34.741317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-10T20:27:34.756290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-10T20:27:34.756559] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-10T20:27:34.757308] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-10T20:27:34.757357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:34.757388] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:34.757414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:34.757469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:34.813361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:34.814014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:34.814089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:34.814120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:34.926398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:34.926540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:34.926595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:34.926625] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:34.929923] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-10T20:27:34.930193] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-10T20:27:34.930310] [INFO ] [sig       ] KPRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:35.069505] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KPRX.txt
[2025-12-10T20:27:35.069699] [INFO ] [sig       ] [1862/3612] Completed KPRX in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:35.069740] [INFO ] [sig       ] [1863/3612] Forecasting KPTI...
[2025-12-10T20:27:35.069768] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-10T20:27:35.069796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-10T20:27:35.081233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-10T20:27:35.081546] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-10T20:27:35.082338] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-10T20:27:35.082389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:35.082421] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:35.082448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:35.082503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:35.143150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:35.143926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:35.144006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:35.144039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:35.268417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:35.268566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:35.268640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:35.268672] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:35.272194] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-12-10T20:27:35.272472] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-10T20:27:35.272613] [INFO ] [sig       ] KPTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:35.411758] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KPTI.txt
[2025-12-10T20:27:35.411885] [INFO ] [sig       ] [1863/3612] Completed KPTI in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:35.411923] [INFO ] [sig       ] [1864/3612] Forecasting KRC...
[2025-12-10T20:27:35.411950] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-10T20:27:35.411979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-10T20:27:35.424747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-10T20:27:35.425085] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-10T20:27:35.425901] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-10T20:27:35.425958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:35.425990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:35.426018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:35.426073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:35.486449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:35.487214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:35.487305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:35.487354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:35.614078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:35.614215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:35.614255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:35.614282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:35.617756] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-10T20:27:35.618025] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-10T20:27:35.618339] [INFO ] [sig       ] KRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:35.759998] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KRC.txt
[2025-12-10T20:27:35.760122] [INFO ] [sig       ] [1864/3612] Completed KRC in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.2m
[2025-12-10T20:27:35.760349] [INFO ] [sig       ] [1865/3612] Forecasting KREF...
[2025-12-10T20:27:35.760376] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-10T20:27:35.760404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-10T20:27:35.772259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-10T20:27:35.772602] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-10T20:27:35.773514] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-10T20:27:35.773562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:35.773611] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:35.773637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:35.773691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:35.832164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:35.832829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:35.832903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:35.832933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:35.946149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:35.946295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:35.946332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:35.946359] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:35.949942] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=33.45%)
[2025-12-10T20:27:35.950225] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-10T20:27:35.950353] [INFO ] [sig       ] KREF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:36.091997] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KREF.txt
[2025-12-10T20:27:36.092153] [INFO ] [sig       ] [1865/3612] Completed KREF in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.1m
[2025-12-10T20:27:36.092193] [INFO ] [sig       ] [1866/3612] Forecasting KRG...
[2025-12-10T20:27:36.092220] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-10T20:27:36.092249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-10T20:27:36.103620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-10T20:27:36.104025] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-10T20:27:36.104905] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-10T20:27:36.104957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:36.105020] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:36.105052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:36.105125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:36.162445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:36.163311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:36.163395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:36.163426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:36.280110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:36.280257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:36.280296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:36.280323] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:36.283679] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-10T20:27:36.283979] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-10T20:27:36.284104] [INFO ] [sig       ] KRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:36.424188] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KRG.txt
[2025-12-10T20:27:36.424309] [INFO ] [sig       ] [1866/3612] Completed KRG in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.1m
[2025-12-10T20:27:36.424347] [INFO ] [sig       ] [1867/3612] Forecasting KRMD...
[2025-12-10T20:27:36.424374] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-10T20:27:36.424403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-10T20:27:36.435811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-10T20:27:36.436113] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-10T20:27:36.436933] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-10T20:27:36.436989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:36.437020] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:36.437046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:36.437112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:36.495827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:36.496658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:36.496738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:36.496770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:36.630154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:36.630405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:36.630445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:36.630473] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:36.633953] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-10T20:27:36.634242] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-10T20:27:36.634372] [INFO ] [sig       ] KRMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:36.787198] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KRMD.txt
[2025-12-10T20:27:36.787329] [INFO ] [sig       ] [1867/3612] Completed KRMD in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 10.1m
[2025-12-10T20:27:36.787368] [INFO ] [sig       ] [1868/3612] Forecasting KRNY...
[2025-12-10T20:27:36.787397] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-10T20:27:36.787426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-10T20:27:36.798444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-10T20:27:36.798777] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-10T20:27:36.799527] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-10T20:27:36.799594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:36.799627] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:36.799653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:36.799708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:36.858842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:36.859745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:36.859821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:36.859854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:36.982167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:36.982322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:36.982361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:36.982388] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:36.985915] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-10T20:27:36.986265] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-10T20:27:36.986405] [INFO ] [sig       ] KRNY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:37.126141] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KRNY.txt
[2025-12-10T20:27:37.126291] [INFO ] [sig       ] [1868/3612] Completed KRNY in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 10.1m
[2025-12-10T20:27:37.126330] [INFO ] [sig       ] [1869/3612] Forecasting KRO...
[2025-12-10T20:27:37.126358] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-10T20:27:37.126388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-10T20:27:37.137747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-10T20:27:37.138103] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-10T20:27:37.138908] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-10T20:27:37.138974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:37.139009] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:37.139037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:37.139092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:37.200240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:37.201127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:37.201220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:37.201254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:37.317872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:37.318030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:37.318070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:37.318136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:37.321541] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-10T20:27:37.321850] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-10T20:27:37.321977] [INFO ] [sig       ] KRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:37.470152] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KRO.txt
[2025-12-10T20:27:37.470479] [INFO ] [sig       ] [1869/3612] Completed KRO in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:37.470527] [INFO ] [sig       ] [1870/3612] Forecasting KROS...
[2025-12-10T20:27:37.470558] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-10T20:27:37.470605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-10T20:27:37.482410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-10T20:27:37.482729] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-10T20:27:37.483720] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-10T20:27:37.483771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:37.483802] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:37.483829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:37.483886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:37.544539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:37.545307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:37.545388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:37.545421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:37.673413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:37.673557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:37.673613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:37.673643] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:37.677531] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=42.21%)
[2025-12-10T20:27:37.677892] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-10T20:27:37.678020] [INFO ] [sig       ] KROS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:37.825029] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KROS.txt
[2025-12-10T20:27:37.825149] [INFO ] [sig       ] [1870/3612] Completed KROS in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:37.825187] [INFO ] [sig       ] [1871/3612] Forecasting KRP...
[2025-12-10T20:27:37.825215] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-10T20:27:37.825243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-10T20:27:37.836704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-10T20:27:37.836994] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-10T20:27:37.837782] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-10T20:27:37.837832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:37.837863] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:37.837889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:37.837944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:37.895674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:37.896304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:37.896381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:37.896413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:38.017376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:38.017521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:38.017586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:38.017620] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:38.020986] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-10T20:27:38.021262] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-10T20:27:38.021385] [INFO ] [sig       ] KRP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:38.166195] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KRP.txt
[2025-12-10T20:27:38.166338] [INFO ] [sig       ] [1871/3612] Completed KRP in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:38.166378] [INFO ] [sig       ] [1872/3612] Forecasting KRRO...
[2025-12-10T20:27:38.166408] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-10T20:27:38.166439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-10T20:27:38.177555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-10T20:27:38.177863] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-10T20:27:38.178625] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-10T20:27:38.178675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:38.178705] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:38.178731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:38.178785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:38.236407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:38.237089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:38.237167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:38.237200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:38.361997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:38.362149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:38.362187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:38.362214] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:38.365507] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-10T20:27:38.365815] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-10T20:27:38.365943] [INFO ] [sig       ] KRRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:38.508767] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KRRO.txt
[2025-12-10T20:27:38.508896] [INFO ] [sig       ] [1872/3612] Completed KRRO in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:38.508934] [INFO ] [sig       ] [1873/3612] Forecasting KRUS...
[2025-12-10T20:27:38.508962] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-10T20:27:38.508990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-10T20:27:38.519556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-10T20:27:38.519879] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-10T20:27:38.520647] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-10T20:27:38.520697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:38.520727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:38.520753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:38.520807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:38.578221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:38.578961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:38.579040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:38.579072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:38.694234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:38.694381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:38.694419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:38.694448] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:38.697857] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-10T20:27:38.698157] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-10T20:27:38.698284] [INFO ] [sig       ] KRUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:38.845212] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KRUS.txt
[2025-12-10T20:27:38.845365] [INFO ] [sig       ] [1873/3612] Completed KRUS in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:38.845406] [INFO ] [sig       ] [1874/3612] Forecasting KRYS...
[2025-12-10T20:27:38.845436] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-10T20:27:38.845466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-10T20:27:38.857737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-10T20:27:38.858105] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-10T20:27:38.858920] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-10T20:27:38.858973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:38.859006] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:38.859032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:38.859088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:38.917250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:38.918161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:38.918243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:38.918275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:39.037772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:39.037924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:39.037963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:39.037992] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:39.041559] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-10T20:27:39.041894] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-10T20:27:39.042017] [INFO ] [sig       ] KRYS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:39.194817] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KRYS.txt
[2025-12-10T20:27:39.194941] [INFO ] [sig       ] [1874/3612] Completed KRYS in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:39.194979] [INFO ] [sig       ] [1875/3612] Forecasting KSCP...
[2025-12-10T20:27:39.195009] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-10T20:27:39.195040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-10T20:27:39.206892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-10T20:27:39.207184] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-10T20:27:39.207997] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-10T20:27:39.208047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:39.208079] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:39.208105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:39.208161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:39.268362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:39.269001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:39.269076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:39.269107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:39.391778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:39.391927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:39.391964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:39.391991] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:39.395736] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=32.13%)
[2025-12-10T20:27:39.396054] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-10T20:27:39.396183] [INFO ] [sig       ] KSCP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:39.551075] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KSCP.txt
[2025-12-10T20:27:39.551221] [INFO ] [sig       ] [1875/3612] Completed KSCP in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:39.551265] [INFO ] [sig       ] [1876/3612] Forecasting KSPI...
[2025-12-10T20:27:39.551294] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-10T20:27:39.551323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-10T20:27:39.564478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-10T20:27:39.564784] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-10T20:27:39.565548] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-10T20:27:39.565614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:39.565647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:39.565676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:39.565733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:39.627629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:39.628480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:39.628602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:39.628637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:39.749859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:39.750012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:39.750057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:39.750091] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:39.753897] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-10T20:27:39.754164] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-10T20:27:39.754283] [INFO ] [sig       ] KSPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:39.899135] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KSPI.txt
[2025-12-10T20:27:39.899260] [INFO ] [sig       ] [1876/3612] Completed KSPI in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:39.899495] [INFO ] [sig       ] [1877/3612] Forecasting KSS...
[2025-12-10T20:27:39.899526] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-10T20:27:39.899555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-10T20:27:39.911839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-10T20:27:39.912127] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-10T20:27:39.912921] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-10T20:27:39.912971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:39.913002] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:39.913028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:39.913083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:39.970458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:39.971107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:39.971181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:39.971211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:40.098196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:40.098335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:40.098373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:40.098400] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:40.101879] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-10T20:27:40.102147] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-10T20:27:40.102419] [INFO ] [sig       ] KSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:40.243910] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KSS.txt
[2025-12-10T20:27:40.244062] [INFO ] [sig       ] [1877/3612] Completed KSS in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:40.244101] [INFO ] [sig       ] [1878/3612] Forecasting KTB...
[2025-12-10T20:27:40.244128] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-10T20:27:40.244157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-10T20:27:40.255458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-10T20:27:40.255768] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-10T20:27:40.256539] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-10T20:27:40.256604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:40.256635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:40.256661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:40.256715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:40.312448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:40.313164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:40.313241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:40.313451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:40.434128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:40.434467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:40.434505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:40.434531] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:40.437819] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-10T20:27:40.438090] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-10T20:27:40.438212] [INFO ] [sig       ] KTB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:40.577484] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KTB.txt
[2025-12-10T20:27:40.577652] [INFO ] [sig       ] [1878/3612] Completed KTB in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:40.577694] [INFO ] [sig       ] [1879/3612] Forecasting KTCC...
[2025-12-10T20:27:40.577741] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-10T20:27:40.577771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-10T20:27:40.589137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-10T20:27:40.589519] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-10T20:27:40.590304] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-10T20:27:40.590353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:40.590384] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:40.590410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:40.590464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:40.646974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:40.647924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:40.648003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:40.648034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:40.750805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:40.750945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:40.750982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:40.751010] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:40.754213] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-12-10T20:27:40.754473] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-10T20:27:40.754604] [INFO ] [sig       ] KTCC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:40.895541] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KTCC.txt
[2025-12-10T20:27:40.895705] [INFO ] [sig       ] [1879/3612] Completed KTCC in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:40.895746] [INFO ] [sig       ] [1880/3612] Forecasting KTF...
[2025-12-10T20:27:40.895774] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-10T20:27:40.895802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-10T20:27:40.906951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-10T20:27:40.907280] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-10T20:27:40.908080] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-10T20:27:40.908130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:40.908172] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:40.908198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:40.908252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:40.968249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:40.969208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:40.969290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:40.969321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:41.090940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:41.091102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:41.091141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:41.091170] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:41.094705] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-10T20:27:41.095040] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-10T20:27:41.095182] [INFO ] [sig       ] KTF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:41.283718] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KTF.txt
[2025-12-10T20:27:41.283924] [INFO ] [sig       ] [1880/3612] Completed KTF in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:41.283975] [INFO ] [sig       ] [1881/3612] Forecasting KTOS...
[2025-12-10T20:27:41.284010] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-10T20:27:41.284046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-10T20:27:41.300297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-10T20:27:41.300807] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-10T20:27:41.301844] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-10T20:27:41.301905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:41.301945] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:41.301979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:41.302063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:41.380013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:41.381237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:41.381341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:41.381383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:41.542283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:41.542462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:41.542512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:41.542546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:41.547127] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-12-10T20:27:41.547545] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-10T20:27:41.547752] [INFO ] [sig       ] KTOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:41.768910] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KTOS.txt
[2025-12-10T20:27:41.769133] [INFO ] [sig       ] [1881/3612] Completed KTOS in 0.5s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:41.769202] [INFO ] [sig       ] [1882/3612] Forecasting KURA...
[2025-12-10T20:27:41.769253] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-10T20:27:41.769303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-10T20:27:41.785001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-10T20:27:41.785482] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-10T20:27:41.786508] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-10T20:27:41.786562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:41.786624] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:41.786651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:41.786707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:41.855812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:41.856890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:41.857010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:41.857055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:42.014607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:42.014769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:42.014807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:42.014834] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:42.018733] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=43.76%)
[2025-12-10T20:27:42.019061] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-10T20:27:42.019202] [INFO ] [sig       ] KURA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:42.216965] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KURA.txt
[2025-12-10T20:27:42.217121] [INFO ] [sig       ] [1882/3612] Completed KURA in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 10.1m
[2025-12-10T20:27:42.217161] [INFO ] [sig       ] [1883/3612] Forecasting KVHI...
[2025-12-10T20:27:42.217189] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-10T20:27:42.217218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-10T20:27:42.228589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-10T20:27:42.228973] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-10T20:27:42.229961] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-10T20:27:42.230015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:42.230078] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:42.230104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:42.230159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:42.288027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:42.288986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:42.289093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:42.289133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:42.405485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:42.405663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:42.405721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:42.405764] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:42.409280] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-10T20:27:42.409601] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-10T20:27:42.409736] [INFO ] [sig       ] KVHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:42.553518] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KVHI.txt
[2025-12-10T20:27:42.553689] [INFO ] [sig       ] [1883/3612] Completed KVHI in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.0m
[2025-12-10T20:27:42.553738] [INFO ] [sig       ] [1884/3612] Forecasting KVUE...
[2025-12-10T20:27:42.553767] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-10T20:27:42.553796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-10T20:27:42.565242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-10T20:27:42.565516] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-10T20:27:42.566309] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-10T20:27:42.566359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:42.566391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:42.566415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:42.566469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:42.624293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:42.624925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:42.625001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:42.625032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:42.739083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:42.739217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:42.739255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:42.739282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:42.742560] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-12-10T20:27:42.742878] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-10T20:27:42.743003] [INFO ] [sig       ] KVUE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:42.883261] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KVUE.txt
[2025-12-10T20:27:42.883412] [INFO ] [sig       ] [1884/3612] Completed KVUE in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 10.0m
[2025-12-10T20:27:42.883453] [INFO ] [sig       ] [1885/3612] Forecasting KVYO...
[2025-12-10T20:27:42.883481] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-10T20:27:42.883510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-10T20:27:42.894498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-10T20:27:42.894823] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-10T20:27:42.895626] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-10T20:27:42.895678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:42.895710] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:42.895736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:42.895791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:42.951857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:42.952558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:42.952650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:42.952682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:43.075824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:43.075971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:43.076009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:43.076036] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:43.079327] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-10T20:27:43.079605] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-10T20:27:43.079745] [INFO ] [sig       ] KVYO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:43.218435] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KVYO.txt
[2025-12-10T20:27:43.218616] [INFO ] [sig       ] [1885/3612] Completed KVYO in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:43.218660] [INFO ] [sig       ] [1886/3612] Forecasting KYN...
[2025-12-10T20:27:43.218687] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-10T20:27:43.218717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-10T20:27:43.230560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-10T20:27:43.230943] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-10T20:27:43.231739] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-10T20:27:43.231791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:43.231823] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:43.231849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:43.231905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:43.287032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:43.287798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:43.287876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:43.287907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:43.409087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:43.409251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:43.409296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:43.409368] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:43.414001] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-10T20:27:43.414374] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-10T20:27:43.414539] [INFO ] [sig       ] KYN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:43.558495] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/KYN.txt
[2025-12-10T20:27:43.558638] [INFO ] [sig       ] [1886/3612] Completed KYN in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:43.558679] [INFO ] [sig       ] [1887/3612] Forecasting KYTX...
[2025-12-10T20:27:43.558707] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-10T20:27:43.558736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-10T20:27:43.569619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-10T20:27:43.569907] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-10T20:27:43.570680] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-10T20:27:43.570731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:43.570762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:43.570787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:43.570842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:43.627788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:43.628664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:43.628750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:43.628783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:43.745489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:43.745652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:43.745709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:43.745739] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:43.749100] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-10T20:27:43.749376] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-10T20:27:43.749498] [INFO ] [sig       ] KYTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:43.887872] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KYTX.txt
[2025-12-10T20:27:43.888003] [INFO ] [sig       ] [1887/3612] Completed KYTX in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:43.888043] [INFO ] [sig       ] [1888/3612] Forecasting KZIA...
[2025-12-10T20:27:43.888071] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-10T20:27:43.888099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-10T20:27:43.899934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-10T20:27:43.900341] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-10T20:27:43.901195] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-10T20:27:43.901248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:43.901280] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:43.901306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:43.901363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:43.958635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:43.959503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:43.959606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:43.959641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:44.074847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:44.074995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:44.075033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:44.075062] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:44.078316] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-10T20:27:44.078595] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-10T20:27:44.078718] [INFO ] [sig       ] KZIA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:44.236610] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/KZIA.txt
[2025-12-10T20:27:44.236804] [INFO ] [sig       ] [1888/3612] Completed KZIA in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:44.236857] [INFO ] [sig       ] [1889/3612] Forecasting L...
[2025-12-10T20:27:44.236895] [INFO ] [sig       ] Generating forecast for: L
[2025-12-10T20:27:44.236934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-10T20:27:44.249205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-10T20:27:44.249514] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-10T20:27:44.250485] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-10T20:27:44.250538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:44.250569] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:44.250616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:44.250673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:44.309610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:44.310235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:44.310326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:44.310358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:44.431089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:44.431233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:44.431270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:44.431298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:44.434562] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-10T20:27:44.434841] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-10T20:27:44.434959] [INFO ] [sig       ] L: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:44.577610] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/L.txt
[2025-12-10T20:27:44.577737] [INFO ] [sig       ] [1889/3612] Completed L in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:44.577775] [INFO ] [sig       ] [1890/3612] Forecasting LAB...
[2025-12-10T20:27:44.577802] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-10T20:27:44.577829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-10T20:27:44.590059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-10T20:27:44.590592] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-10T20:27:44.591397] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-10T20:27:44.591448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:44.591479] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:44.591506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:44.591562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:44.650679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:44.651389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:44.651466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:44.651497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:44.772058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:44.772199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:44.772238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:44.772457] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:44.776121] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-12-10T20:27:44.776389] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-10T20:27:44.776511] [INFO ] [sig       ] LAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:44.921485] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LAB.txt
[2025-12-10T20:27:44.921668] [INFO ] [sig       ] [1890/3612] Completed LAB in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:44.921709] [INFO ] [sig       ] [1891/3612] Forecasting LAC...
[2025-12-10T20:27:44.921739] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-10T20:27:44.921766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-10T20:27:44.936808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-10T20:27:44.937387] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-10T20:27:44.938559] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-10T20:27:44.938649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:44.938697] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:44.938757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:44.938842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:45.008769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:45.009927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:45.010011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:45.010043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:45.135674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:45.135827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:45.135866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:45.135893] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:45.139454] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-10T20:27:45.139753] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-10T20:27:45.139878] [INFO ] [sig       ] LAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:45.278251] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LAC.txt
[2025-12-10T20:27:45.278364] [INFO ] [sig       ] [1891/3612] Completed LAC in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:45.278401] [INFO ] [sig       ] [1892/3612] Forecasting LAD...
[2025-12-10T20:27:45.278429] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-10T20:27:45.278456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-10T20:27:45.291156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-10T20:27:45.291467] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-10T20:27:45.292261] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-10T20:27:45.292312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:45.292342] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:45.292367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:45.292421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:45.350767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:45.351395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:45.351471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:45.351502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:45.469351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:45.469502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:45.469539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:45.469583] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:45.473050] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-10T20:27:45.473360] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-10T20:27:45.473482] [INFO ] [sig       ] LAD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:45.615113] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LAD.txt
[2025-12-10T20:27:45.615270] [INFO ] [sig       ] [1892/3612] Completed LAD in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:45.615310] [INFO ] [sig       ] [1893/3612] Forecasting LAES...
[2025-12-10T20:27:45.615338] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-10T20:27:45.615366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-10T20:27:45.627306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-10T20:27:45.627637] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-10T20:27:45.628469] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-10T20:27:45.628519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:45.628548] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:45.628600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:45.628659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:45.687029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:45.687897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:45.688007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:45.688040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:45.804276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:45.804629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:45.804671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:45.804699] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:45.808426] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-10T20:27:45.808745] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-10T20:27:45.808873] [INFO ] [sig       ] LAES: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:45.948907] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LAES.txt
[2025-12-10T20:27:45.949057] [INFO ] [sig       ] [1893/3612] Completed LAES in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:45.949099] [INFO ] [sig       ] [1894/3612] Forecasting LAKE...
[2025-12-10T20:27:45.949127] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-10T20:27:45.949156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-10T20:27:45.960870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-10T20:27:45.961257] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-10T20:27:45.962026] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-10T20:27:45.962076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:45.962106] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:45.962132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:45.962185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:46.020647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:46.021659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:46.021757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:46.021798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:46.142873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:46.143028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:46.143067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:46.143095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:46.146506] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=85.63%)
[2025-12-10T20:27:46.146815] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-10T20:27:46.146941] [INFO ] [sig       ] LAKE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:46.289390] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LAKE.txt
[2025-12-10T20:27:46.289528] [INFO ] [sig       ] [1894/3612] Completed LAKE in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:46.289597] [INFO ] [sig       ] [1895/3612] Forecasting LAND...
[2025-12-10T20:27:46.289634] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-10T20:27:46.289671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-10T20:27:46.302190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-10T20:27:46.302493] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-10T20:27:46.303287] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-10T20:27:46.303337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:46.303369] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:46.303605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:46.303664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:46.361253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:46.361938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:46.362019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:46.362053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:46.486499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:46.486670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:46.486711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:46.486739] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:46.490124] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-12-10T20:27:46.490396] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-10T20:27:46.490515] [INFO ] [sig       ] LAND: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:46.638529] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LAND.txt
[2025-12-10T20:27:46.638683] [INFO ] [sig       ] [1895/3612] Completed LAND in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:46.638724] [INFO ] [sig       ] [1896/3612] Forecasting LANDO...
[2025-12-10T20:27:46.638752] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-10T20:27:46.638781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-10T20:27:46.650754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-10T20:27:46.651033] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-10T20:27:46.651992] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-10T20:27:46.652042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:46.652073] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:46.652097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:46.652152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:46.711946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:46.712806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:46.712883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:46.712916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:46.818910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:46.819055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:46.819096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:46.819125] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:46.822533] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-12-10T20:27:46.822829] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-10T20:27:46.822954] [INFO ] [sig       ] LANDO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:46.976688] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LANDO.txt
[2025-12-10T20:27:46.976816] [INFO ] [sig       ] [1896/3612] Completed LANDO in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:46.976854] [INFO ] [sig       ] [1897/3612] Forecasting LANDP...
[2025-12-10T20:27:46.976882] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-10T20:27:46.976910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-10T20:27:46.988440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-10T20:27:46.988762] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-10T20:27:46.989535] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-10T20:27:46.989604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:46.989637] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:46.989665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:46.989723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:47.050114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:47.050993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:47.051072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:47.051105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:47.168463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:47.168821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:47.168860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:47.168887] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:47.172603] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-10T20:27:47.172875] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-10T20:27:47.172994] [INFO ] [sig       ] LANDP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:47.318807] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LANDP.txt
[2025-12-10T20:27:47.318955] [INFO ] [sig       ] [1897/3612] Completed LANDP in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:47.318996] [INFO ] [sig       ] [1898/3612] Forecasting LASE...
[2025-12-10T20:27:47.319024] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-10T20:27:47.319052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-10T20:27:47.331183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-10T20:27:47.331706] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-10T20:27:47.332471] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-10T20:27:47.332521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:47.332552] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:47.332596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:47.332655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:47.393324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:47.394059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:47.394139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:47.394171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:47.514042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:47.514193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:47.514241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:47.514295] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:47.518181] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-10T20:27:47.518485] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-10T20:27:47.518630] [INFO ] [sig       ] LASE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:47.680743] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LASE.txt
[2025-12-10T20:27:47.680875] [INFO ] [sig       ] [1898/3612] Completed LASE in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:47.680914] [INFO ] [sig       ] [1899/3612] Forecasting LAZ...
[2025-12-10T20:27:47.680943] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-10T20:27:47.680971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-10T20:27:47.692276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-10T20:27:47.692567] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-10T20:27:47.693367] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-10T20:27:47.693417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:47.693448] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:47.693473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:47.693528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:47.751173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:47.751847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:47.751941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:47.751972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:47.871769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:47.871915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:47.871956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:47.871983] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:47.875283] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-10T20:27:47.875549] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-10T20:27:47.875687] [INFO ] [sig       ] LAZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:48.015282] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LAZ.txt
[2025-12-10T20:27:48.015422] [INFO ] [sig       ] [1899/3612] Completed LAZ in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 10.0m
[2025-12-10T20:27:48.015462] [INFO ] [sig       ] [1900/3612] Forecasting LBRDA...
[2025-12-10T20:27:48.015490] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-10T20:27:48.015518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-10T20:27:48.026229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-10T20:27:48.026529] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-10T20:27:48.027296] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-10T20:27:48.027372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:48.027403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:48.027429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:48.027483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:48.083779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:48.084507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:48.084601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:48.084672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:48.203156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:48.203302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:48.203340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:48.203367] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:48.206638] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-12-10T20:27:48.206904] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-10T20:27:48.207021] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:48.346938] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LBRDA.txt
[2025-12-10T20:27:48.347085] [INFO ] [sig       ] [1900/3612] Completed LBRDA in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.9m
[2025-12-10T20:27:48.347128] [INFO ] [sig       ] [1901/3612] Forecasting LBRDK...
[2025-12-10T20:27:48.347156] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-10T20:27:48.347184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-10T20:27:48.359311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-10T20:27:48.359648] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-10T20:27:48.360412] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-10T20:27:48.360463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:48.360494] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:48.360519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:48.360592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:48.418534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:48.419254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:48.419332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:48.419365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:48.540839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:48.540994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:48.541033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:48.541062] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:48.544521] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-10T20:27:48.544831] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-10T20:27:48.544972] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:48.686293] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LBRDK.txt
[2025-12-10T20:27:48.686451] [INFO ] [sig       ] [1901/3612] Completed LBRDK in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.9m
[2025-12-10T20:27:48.686491] [INFO ] [sig       ] [1902/3612] Forecasting LBTYA...
[2025-12-10T20:27:48.686521] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-10T20:27:48.686549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-10T20:27:48.698166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-10T20:27:48.698505] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-10T20:27:48.699314] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-10T20:27:48.699366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:48.699396] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:48.699433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:48.699489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:48.757379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:48.758229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:48.758310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:48.758342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:48.880753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:48.880906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:48.880945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:48.880973] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:48.884322] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-10T20:27:48.884619] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-10T20:27:48.884743] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:49.025868] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LBTYA.txt
[2025-12-10T20:27:49.026006] [INFO ] [sig       ] [1902/3612] Completed LBTYA in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.9m
[2025-12-10T20:27:49.026045] [INFO ] [sig       ] [1903/3612] Forecasting LBTYK...
[2025-12-10T20:27:49.026075] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-10T20:27:49.026104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-10T20:27:49.037846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-10T20:27:49.038185] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-10T20:27:49.038973] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-10T20:27:49.039023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:49.039055] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:49.039081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:49.039135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:49.096293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:49.097023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:49.097100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:49.097132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:49.217198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:49.217346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:49.217414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:49.217442] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:49.220814] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-10T20:27:49.221085] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-10T20:27:49.221206] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:49.360209] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LBTYK.txt
[2025-12-10T20:27:49.360350] [INFO ] [sig       ] [1903/3612] Completed LBTYK in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:49.360388] [INFO ] [sig       ] [1904/3612] Forecasting LC...
[2025-12-10T20:27:49.360418] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-10T20:27:49.360446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-10T20:27:49.372937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-10T20:27:49.373288] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-10T20:27:49.374130] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-10T20:27:49.374182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:49.374214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:49.374238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:49.374292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:49.439799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:49.440684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:49.440769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:49.440802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:49.586266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:49.586421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:49.586460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:49.586487] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:49.589819] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-10T20:27:49.590109] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-10T20:27:49.590232] [INFO ] [sig       ] LC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:49.736610] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LC.txt
[2025-12-10T20:27:49.736758] [INFO ] [sig       ] [1904/3612] Completed LC in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:49.736798] [INFO ] [sig       ] [1905/3612] Forecasting LCFY...
[2025-12-10T20:27:49.736827] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-10T20:27:49.736856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-10T20:27:49.748030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-10T20:27:49.748368] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-10T20:27:49.749304] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-10T20:27:49.749356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:49.749387] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:49.749414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:49.749470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:49.808718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:49.809593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:49.809683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:49.809719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:49.921160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:49.921309] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:27:49.921349] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:49.921376] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:49.924955] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-10T20:27:49.925249] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-10T20:27:49.925378] [INFO ] [sig       ] LCFY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:50.074677] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LCFY.txt
[2025-12-10T20:27:50.074846] [INFO ] [sig       ] [1905/3612] Completed LCFY in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:50.074890] [INFO ] [sig       ] [1906/3612] Forecasting LCID...
[2025-12-10T20:27:50.074921] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-10T20:27:50.074960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-10T20:27:50.087213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-10T20:27:50.087563] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-10T20:27:50.088404] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-10T20:27:50.088455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:50.088486] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:50.088511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:50.088565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:50.147431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:50.148325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:50.148409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:50.148440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:50.279623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:50.279771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:50.279811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:50.279839] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:50.283315] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-10T20:27:50.283630] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-10T20:27:50.283774] [INFO ] [sig       ] LCID: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:50.440350] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LCID.txt
[2025-12-10T20:27:50.440508] [INFO ] [sig       ] [1906/3612] Completed LCID in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:50.440548] [INFO ] [sig       ] [1907/3612] Forecasting LCII...
[2025-12-10T20:27:50.440594] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-10T20:27:50.440658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-10T20:27:50.452875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-10T20:27:50.453258] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-10T20:27:50.454096] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-10T20:27:50.454149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:50.454180] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:50.454207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:50.454263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:50.513733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:50.514831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:50.514913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:50.514945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:50.634227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:50.634381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:50.634420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:50.634448] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:50.638105] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-12-10T20:27:50.638376] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-10T20:27:50.638496] [INFO ] [sig       ] LCII: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:50.784939] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LCII.txt
[2025-12-10T20:27:50.785065] [INFO ] [sig       ] [1907/3612] Completed LCII in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:50.785103] [INFO ] [sig       ] [1908/3612] Forecasting LCNB...
[2025-12-10T20:27:50.785131] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-10T20:27:50.785159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-10T20:27:50.796898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-10T20:27:50.797189] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-10T20:27:50.797976] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-10T20:27:50.798027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:50.798058] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:50.798083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:50.798137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:50.853568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:50.854323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:50.854403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:50.854434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:50.962830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:50.962978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:50.963017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:50.963046] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:50.966477] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-10T20:27:50.966784] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-10T20:27:50.966913] [INFO ] [sig       ] LCNB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:51.113973] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LCNB.txt
[2025-12-10T20:27:51.114108] [INFO ] [sig       ] [1908/3612] Completed LCNB in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:51.114147] [INFO ] [sig       ] [1909/3612] Forecasting LDI...
[2025-12-10T20:27:51.114177] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-10T20:27:51.114207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-10T20:27:51.192992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-10T20:27:51.193320] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-10T20:27:51.194122] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-10T20:27:51.194174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:51.194206] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:51.194233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:51.194289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:51.252197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:51.252879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:51.252958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:51.252991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:51.368319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:51.368462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:51.368499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:51.368527] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:51.372027] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-10T20:27:51.372291] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-10T20:27:51.372410] [INFO ] [sig       ] LDI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:51.516017] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LDI.txt
[2025-12-10T20:27:51.516140] [INFO ] [sig       ] [1909/3612] Completed LDI in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:51.516179] [INFO ] [sig       ] [1910/3612] Forecasting LDOS...
[2025-12-10T20:27:51.516206] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-10T20:27:51.516233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-10T20:27:51.528215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-10T20:27:51.528530] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-10T20:27:51.529293] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-10T20:27:51.529354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:51.529391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:51.529423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:51.529481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:51.587076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:51.587763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:51.587848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:51.587880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:51.703567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:51.703757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:51.703796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:51.703824] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:51.707091] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=14.32%)
[2025-12-10T20:27:51.707356] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-10T20:27:51.707474] [INFO ] [sig       ] LDOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:51.848312] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LDOS.txt
[2025-12-10T20:27:51.848470] [INFO ] [sig       ] [1910/3612] Completed LDOS in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:51.848509] [INFO ] [sig       ] [1911/3612] Forecasting LDP...
[2025-12-10T20:27:51.848539] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-10T20:27:51.848587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-10T20:27:51.860393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-10T20:27:51.860740] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-10T20:27:51.861555] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-10T20:27:51.861623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:51.861656] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:51.861683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:51.861740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:51.923749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:51.924454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:51.924533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:51.924566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:52.043637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:52.043787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:52.043826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:52.043854] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:52.047600] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-10T20:27:52.047893] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-10T20:27:52.048012] [INFO ] [sig       ] LDP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:52.198882] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LDP.txt
[2025-12-10T20:27:52.199033] [INFO ] [sig       ] [1911/3612] Completed LDP in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:52.199072] [INFO ] [sig       ] [1912/3612] Forecasting LDSF...
[2025-12-10T20:27:52.199102] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-10T20:27:52.199130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-10T20:27:52.211098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-10T20:27:52.211464] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-10T20:27:52.212243] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-10T20:27:52.212293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:52.212324] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:52.212349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:52.212403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:52.272755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:52.273594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:52.273684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:52.273722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:52.382879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:52.383025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:52.383063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:52.383089] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:52.386727] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-10T20:27:52.386989] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-10T20:27:52.387107] [INFO ] [sig       ] LDSF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:52.531280] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LDSF.txt
[2025-12-10T20:27:52.531400] [INFO ] [sig       ] [1912/3612] Completed LDSF in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:52.531436] [INFO ] [sig       ] [1913/3612] Forecasting LE...
[2025-12-10T20:27:52.531464] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-10T20:27:52.531492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-10T20:27:52.543192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-10T20:27:52.543477] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-10T20:27:52.544230] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-10T20:27:52.544280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:52.544309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:52.544334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:52.544387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:52.601732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:52.602514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:52.602610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:52.602646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:52.722883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:52.723027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:52.723064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:52.723091] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:52.726345] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=67.27%)
[2025-12-10T20:27:52.726639] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-10T20:27:52.726790] [INFO ] [sig       ] LE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:52.873651] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LE.txt
[2025-12-10T20:27:52.873784] [INFO ] [sig       ] [1913/3612] Completed LE in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:52.873822] [INFO ] [sig       ] [1914/3612] Forecasting LEA...
[2025-12-10T20:27:52.873850] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-10T20:27:52.873879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-10T20:27:52.885486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-10T20:27:52.885801] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-10T20:27:52.886546] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-10T20:27:52.886615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:52.886646] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:52.886863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:52.886933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:52.945430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:52.946134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:52.946213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:52.946246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:53.061278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:53.061414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:53.061450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:53.061476] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:53.064703] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-10T20:27:53.064971] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-10T20:27:53.065086] [INFO ] [sig       ] LEA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:53.229238] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LEA.txt
[2025-12-10T20:27:53.229391] [INFO ] [sig       ] [1914/3612] Completed LEA in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:53.229430] [INFO ] [sig       ] [1915/3612] Forecasting LECO...
[2025-12-10T20:27:53.229460] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-10T20:27:53.229489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-10T20:27:53.241230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-10T20:27:53.241515] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-10T20:27:53.242288] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-10T20:27:53.242351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:53.242385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:53.242411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:53.242465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:53.301287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:53.302134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:53.302209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:53.302240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:53.424967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:53.425111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:53.425150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:53.425178] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:53.428840] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-10T20:27:53.429126] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-10T20:27:53.429247] [INFO ] [sig       ] LECO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:53.582714] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LECO.txt
[2025-12-10T20:27:53.582842] [INFO ] [sig       ] [1915/3612] Completed LECO in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:53.582880] [INFO ] [sig       ] [1916/3612] Forecasting LEG...
[2025-12-10T20:27:53.582910] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-10T20:27:53.582940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-10T20:27:53.594720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-10T20:27:53.595055] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-10T20:27:53.595840] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-10T20:27:53.595890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:53.595921] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:53.595946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:53.596002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:53.654079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:53.655152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:53.655248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:53.655290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:53.776278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:53.776429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:53.776469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:53.776498] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:53.779982] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-12-10T20:27:53.780265] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-10T20:27:53.780401] [INFO ] [sig       ] LEG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:53.926385] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LEG.txt
[2025-12-10T20:27:53.926516] [INFO ] [sig       ] [1916/3612] Completed LEG in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.9m
[2025-12-10T20:27:53.926555] [INFO ] [sig       ] [1917/3612] Forecasting LEGH...
[2025-12-10T20:27:53.926796] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-10T20:27:53.926828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-10T20:27:53.938049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-10T20:27:53.938317] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-10T20:27:53.939105] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-10T20:27:53.939155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:53.939185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:53.939211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:53.939266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:53.996320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:53.997044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:53.997121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:53.997153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:54.120624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:54.120774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:54.120813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:54.120843] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:54.124275] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=70.03%)
[2025-12-10T20:27:54.124554] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-10T20:27:54.124695] [INFO ] [sig       ] LEGH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:54.281389] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LEGH.txt
[2025-12-10T20:27:54.281514] [INFO ] [sig       ] [1917/3612] Completed LEGH in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.8m
[2025-12-10T20:27:54.281552] [INFO ] [sig       ] [1918/3612] Forecasting LEGN...
[2025-12-10T20:27:54.281599] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-10T20:27:54.281629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-10T20:27:54.292544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-10T20:27:54.292860] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-10T20:27:54.293621] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-10T20:27:54.293670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:54.293701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:54.293727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:54.293781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:54.349236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:54.349856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:54.349931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:54.349962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:54.474210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:54.474372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:54.474411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:54.474438] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:54.477930] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-12-10T20:27:54.478263] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-10T20:27:54.478400] [INFO ] [sig       ] LEGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:54.619247] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LEGN.txt
[2025-12-10T20:27:54.619395] [INFO ] [sig       ] [1918/3612] Completed LEGN in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.8m
[2025-12-10T20:27:54.619441] [INFO ] [sig       ] [1919/3612] Forecasting LEN...
[2025-12-10T20:27:54.619470] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-10T20:27:54.619497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-10T20:27:54.631501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-10T20:27:54.631882] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-10T20:27:54.632685] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-10T20:27:54.632737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:54.632769] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:54.632795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:54.632851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:54.688980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:54.689850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:54.689936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:54.689970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:54.813297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:54.813478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:54.813517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:54.813544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:54.816894] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-10T20:27:54.817184] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-10T20:27:54.817310] [INFO ] [sig       ] LEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:54.962342] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LEN.txt
[2025-12-10T20:27:54.962485] [INFO ] [sig       ] [1919/3612] Completed LEN in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.8m
[2025-12-10T20:27:54.962523] [INFO ] [sig       ] [1920/3612] Forecasting LENZ...
[2025-12-10T20:27:54.962552] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-10T20:27:54.962598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-10T20:27:54.974014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-10T20:27:54.974335] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-10T20:27:54.975110] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-10T20:27:54.975159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:54.975188] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:54.975213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:54.975267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:55.031253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:55.032032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:55.032131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:55.032164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:55.161396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:55.161624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:55.161676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:55.161714] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:55.165950] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-12-10T20:27:55.166317] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-10T20:27:55.166472] [INFO ] [sig       ] LENZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:55.315551] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LENZ.txt
[2025-12-10T20:27:55.315702] [INFO ] [sig       ] [1920/3612] Completed LENZ in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:55.315741] [INFO ] [sig       ] [1921/3612] Forecasting LEO...
[2025-12-10T20:27:55.315770] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-10T20:27:55.315800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-10T20:27:55.328269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-10T20:27:55.328519] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-10T20:27:55.329468] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-10T20:27:55.329517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:55.329549] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:55.329754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:55.329811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:55.387700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:55.388316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:55.388401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:55.388438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:55.510740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:55.510891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:55.510929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:55.510956] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:55.514597] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-12-10T20:27:55.514870] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-10T20:27:55.514991] [INFO ] [sig       ] LEO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:55.664053] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LEO.txt
[2025-12-10T20:27:55.664210] [INFO ] [sig       ] [1921/3612] Completed LEO in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:55.664249] [INFO ] [sig       ] [1922/3612] Forecasting LESL...
[2025-12-10T20:27:55.664278] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-10T20:27:55.664306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-10T20:27:55.675626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-10T20:27:55.675964] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-10T20:27:55.676748] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-10T20:27:55.676799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:55.676830] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:55.676856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:55.676910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:55.735793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:55.736655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:55.736738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:55.736769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:55.860049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:55.860196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:55.860254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:55.860282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:55.863952] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-12-10T20:27:55.864218] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-10T20:27:55.864337] [INFO ] [sig       ] LESL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:56.006922] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LESL.txt
[2025-12-10T20:27:56.007037] [INFO ] [sig       ] [1922/3612] Completed LESL in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:56.007075] [INFO ] [sig       ] [1923/3612] Forecasting LEVI...
[2025-12-10T20:27:56.007102] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-10T20:27:56.007129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-10T20:27:56.019106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-10T20:27:56.019381] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-10T20:27:56.020319] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-10T20:27:56.020369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:56.020399] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:56.020424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:56.020479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:56.077260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:56.077892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:56.077967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:56.077997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:56.202652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:56.202792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:56.202829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:56.202856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:56.206100] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-10T20:27:56.206373] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-10T20:27:56.206493] [INFO ] [sig       ] LEVI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:56.354289] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LEVI.txt
[2025-12-10T20:27:56.354426] [INFO ] [sig       ] [1923/3612] Completed LEVI in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:56.354502] [INFO ] [sig       ] [1924/3612] Forecasting LFMD...
[2025-12-10T20:27:56.354537] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-10T20:27:56.354587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-10T20:27:56.366258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-10T20:27:56.366529] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-10T20:27:56.367296] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-10T20:27:56.367345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:56.367383] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:56.367414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:56.367482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:56.426966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:56.427907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:56.427992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:56.428022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:56.549255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:56.549414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:56.549456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:56.549482] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:56.552824] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-10T20:27:56.553120] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-10T20:27:56.553249] [INFO ] [sig       ] LFMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:56.702117] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LFMD.txt
[2025-12-10T20:27:56.702268] [INFO ] [sig       ] [1924/3612] Completed LFMD in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:56.702308] [INFO ] [sig       ] [1925/3612] Forecasting LFUS...
[2025-12-10T20:27:56.702336] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-10T20:27:56.702365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-10T20:27:56.714327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-10T20:27:56.714711] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-10T20:27:56.715473] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-10T20:27:56.715523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:56.715552] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:56.715603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:56.715661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:56.779392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:56.780314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:56.780398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:56.780430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:56.920299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:56.920454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:56.920494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:56.920523] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:56.924443] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=43.54%)
[2025-12-10T20:27:56.924749] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-10T20:27:56.924878] [INFO ] [sig       ] LFUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:57.076524] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LFUS.txt
[2025-12-10T20:27:57.076692] [INFO ] [sig       ] [1925/3612] Completed LFUS in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:57.076735] [INFO ] [sig       ] [1926/3612] Forecasting LFVN...
[2025-12-10T20:27:57.076764] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-10T20:27:57.076793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-10T20:27:57.088295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-10T20:27:57.088703] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-10T20:27:57.089657] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-10T20:27:57.089709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:57.089756] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:57.089788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:57.089860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:57.149722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:57.150552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:57.150651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:57.150684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:57.276220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:57.276364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:57.276402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:57.276430] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:57.280272] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=71.05%)
[2025-12-10T20:27:57.280538] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-10T20:27:57.280674] [INFO ] [sig       ] LFVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:57.420825] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LFVN.txt
[2025-12-10T20:27:57.420929] [INFO ] [sig       ] [1926/3612] Completed LFVN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:57.420965] [INFO ] [sig       ] [1927/3612] Forecasting LGCL...
[2025-12-10T20:27:57.420992] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-10T20:27:57.421020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-10T20:27:57.432505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-10T20:27:57.432980] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-10T20:27:57.433954] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-10T20:27:57.434004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:57.434034] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:57.434085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:57.434141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:57.490364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:57.491011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:57.491086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:57.491117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:57.603427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:57.603599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:57.603640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:57.603667] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:57.607440] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-12-10T20:27:57.607933] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-10T20:27:57.608057] [INFO ] [sig       ] LGCL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:57.747915] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LGCL.txt
[2025-12-10T20:27:57.748017] [INFO ] [sig       ] [1927/3612] Completed LGCL in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:57.748054] [INFO ] [sig       ] [1928/3612] Forecasting LGI...
[2025-12-10T20:27:57.748081] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-10T20:27:57.748110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-10T20:27:57.759625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-10T20:27:57.759894] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-10T20:27:57.760665] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-10T20:27:57.760714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:57.760744] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:57.760770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:57.760989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:57.816749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:57.817636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:57.817730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:57.817762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:57.937332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:57.937486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:57.937524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:57.937552] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:57.941416] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-10T20:27:57.941879] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-10T20:27:57.941997] [INFO ] [sig       ] LGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:58.083291] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LGI.txt
[2025-12-10T20:27:58.083419] [INFO ] [sig       ] [1928/3612] Completed LGI in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:58.083457] [INFO ] [sig       ] [1929/3612] Forecasting LGIH...
[2025-12-10T20:27:58.083489] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-10T20:27:58.083518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-10T20:27:58.095774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-10T20:27:58.096056] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-10T20:27:58.096810] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-10T20:27:58.096860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:58.096891] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:58.096918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:58.096972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:58.155207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:58.156059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:58.156139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:58.156170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:58.269736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:58.269889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:58.269928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:58.269956] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:58.273277] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-10T20:27:58.273543] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-10T20:27:58.273675] [INFO ] [sig       ] LGIH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:58.412967] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LGIH.txt
[2025-12-10T20:27:58.413072] [INFO ] [sig       ] [1929/3612] Completed LGIH in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:58.413114] [INFO ] [sig       ] [1930/3612] Forecasting LGND...
[2025-12-10T20:27:58.413144] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-10T20:27:58.413171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-10T20:27:58.424708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-10T20:27:58.424981] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-10T20:27:58.425727] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-10T20:27:58.425776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:58.425806] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:58.425831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:58.425886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:58.482874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:58.483543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:58.483643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:58.483675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:58.614856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:58.615018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:58.615057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:58.615084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:58.619320] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-10T20:27:58.619633] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-10T20:27:58.619916] [INFO ] [sig       ] LGND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:27:58.764134] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LGND.txt
[2025-12-10T20:27:58.764271] [INFO ] [sig       ] [1930/3612] Completed LGND in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:58.764309] [INFO ] [sig       ] [1931/3612] Forecasting LH...
[2025-12-10T20:27:58.764337] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-10T20:27:58.764366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-10T20:27:58.776136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-10T20:27:58.776507] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-10T20:27:58.777289] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-10T20:27:58.777339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:58.777370] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:58.777395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:58.777451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:58.835359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:58.836082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:58.836160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:58.836191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:58.956686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:58.956838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:58.956875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:58.956902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:58.960536] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-10T20:27:58.960824] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-10T20:27:58.960945] [INFO ] [sig       ] LH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:59.102469] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LH.txt
[2025-12-10T20:27:59.102624] [INFO ] [sig       ] [1931/3612] Completed LH in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:59.102664] [INFO ] [sig       ] [1932/3612] Forecasting LHX...
[2025-12-10T20:27:59.102693] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-10T20:27:59.102722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-10T20:27:59.115318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-10T20:27:59.115663] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-10T20:27:59.116407] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-10T20:27:59.116457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:59.116488] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:59.116514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:59.116592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:59.177236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:59.178418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:59.178519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:59.178561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:59.314221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:59.314375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:59.314416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:59.314445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:59.318014] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-10T20:27:59.318341] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-10T20:27:59.318504] [INFO ] [sig       ] LHX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:59.463195] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LHX.txt
[2025-12-10T20:27:59.463347] [INFO ] [sig       ] [1932/3612] Completed LHX in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:59.463385] [INFO ] [sig       ] [1933/3612] Forecasting LI...
[2025-12-10T20:27:59.463414] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-10T20:27:59.463446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-10T20:27:59.476218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-10T20:27:59.476621] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-10T20:27:59.477456] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-10T20:27:59.477510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:59.477541] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:59.477569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:59.477656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:59.537452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:59.538350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:59.538435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:59.538469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:27:59.669001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:27:59.669157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:27:59.669197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:27:59.669243] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:27:59.672691] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-10T20:27:59.672968] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-10T20:27:59.673089] [INFO ] [sig       ] LI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:27:59.826214] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LI.txt
[2025-12-10T20:27:59.826358] [INFO ] [sig       ] [1933/3612] Completed LI in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.8m
[2025-12-10T20:27:59.826397] [INFO ] [sig       ] [1934/3612] Forecasting LICN...
[2025-12-10T20:27:59.826427] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-10T20:27:59.826454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-10T20:27:59.838517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-10T20:27:59.838967] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-10T20:27:59.839819] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-10T20:27:59.839870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:27:59.839902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:27:59.839928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:27:59.839985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:27:59.900330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:27:59.901205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:27:59.901286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:27:59.901318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:00.024376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:00.024545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:00.024605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:00.024634] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:00.028034] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-12-10T20:28:00.028311] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-10T20:28:00.028435] [INFO ] [sig       ] LICN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:00.174141] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LICN.txt
[2025-12-10T20:28:00.174263] [INFO ] [sig       ] [1934/3612] Completed LICN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.7m
[2025-12-10T20:28:00.174301] [INFO ] [sig       ] [1935/3612] Forecasting LIF...
[2025-12-10T20:28:00.174329] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-10T20:28:00.174357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-10T20:28:00.185387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-10T20:28:00.185663] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-10T20:28:00.186398] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-10T20:28:00.186446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:00.186477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:00.186503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:00.186557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:00.243309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:00.243912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:00.243985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:00.244028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:00.368648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:00.368980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:00.369016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:00.369044] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:00.372601] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-10T20:28:00.372868] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-10T20:28:00.372988] [INFO ] [sig       ] LIF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:00.528527] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LIF.txt
[2025-12-10T20:28:00.528893] [INFO ] [sig       ] [1935/3612] Completed LIF in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.7m
[2025-12-10T20:28:00.528934] [INFO ] [sig       ] [1936/3612] Forecasting LII...
[2025-12-10T20:28:00.528962] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-10T20:28:00.528991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-10T20:28:00.540870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-10T20:28:00.541245] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-10T20:28:00.542022] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-10T20:28:00.542073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:00.542104] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:00.542130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:00.542184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:00.600774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:00.601620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:00.601699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:00.601732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:00.724024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:00.724171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:00.724208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:00.725233] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:00.729031] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-10T20:28:00.729293] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-10T20:28:00.729410] [INFO ] [sig       ] LII: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:00.872014] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LII.txt
[2025-12-10T20:28:00.872174] [INFO ] [sig       ] [1936/3612] Completed LII in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.7m
[2025-12-10T20:28:00.872215] [INFO ] [sig       ] [1937/3612] Forecasting LILA...
[2025-12-10T20:28:00.872243] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-10T20:28:00.872272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-10T20:28:00.883774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-10T20:28:00.884107] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-10T20:28:00.884877] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-10T20:28:00.884927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:00.884957] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:00.884996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:00.885053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:00.943908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:00.944743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:00.944822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:00.944853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:01.061826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:01.061978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:01.062019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:01.062047] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:01.065379] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=54.86%)
[2025-12-10T20:28:01.065697] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-10T20:28:01.065823] [INFO ] [sig       ] LILA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:01.229291] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LILA.txt
[2025-12-10T20:28:01.229445] [INFO ] [sig       ] [1937/3612] Completed LILA in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:01.229485] [INFO ] [sig       ] [1938/3612] Forecasting LILAK...
[2025-12-10T20:28:01.229513] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-10T20:28:01.229544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-10T20:28:01.240745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-10T20:28:01.241116] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-10T20:28:01.241898] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-10T20:28:01.241949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:01.241980] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:01.242006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:01.242060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:01.302799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:01.303628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:01.303711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:01.303743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:01.429416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:01.429589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:01.429630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:01.429660] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:01.433147] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-10T20:28:01.433443] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-10T20:28:01.433590] [INFO ] [sig       ] LILAK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:01.583505] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LILAK.txt
[2025-12-10T20:28:01.583701] [INFO ] [sig       ] [1938/3612] Completed LILAK in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:01.583749] [INFO ] [sig       ] [1939/3612] Forecasting LIN...
[2025-12-10T20:28:01.583779] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-10T20:28:01.583807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-10T20:28:01.594900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-10T20:28:01.595231] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-10T20:28:01.596032] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-10T20:28:01.596083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:01.596113] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:01.596139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:01.596194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:01.652685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:01.653495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:01.653592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:01.653625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:01.766859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:01.766980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:01.767017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:01.767044] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:01.770691] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-10T20:28:01.770996] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-10T20:28:01.771125] [INFO ] [sig       ] LIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:01.908432] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LIN.txt
[2025-12-10T20:28:01.908562] [INFO ] [sig       ] [1939/3612] Completed LIN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:01.908617] [INFO ] [sig       ] [1940/3612] Forecasting LINC...
[2025-12-10T20:28:01.908646] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-10T20:28:01.908674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-10T20:28:01.919675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-10T20:28:01.919943] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-10T20:28:01.920725] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-10T20:28:01.920775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:01.920805] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:01.920831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:01.920886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:01.979666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:01.980326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:01.980408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:01.980440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:02.091669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:02.091801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:02.091839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:02.091865] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:02.095094] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-10T20:28:02.095355] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-10T20:28:02.095472] [INFO ] [sig       ] LINC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:02.243722] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LINC.txt
[2025-12-10T20:28:02.243862] [INFO ] [sig       ] [1940/3612] Completed LINC in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:02.243940] [INFO ] [sig       ] [1941/3612] Forecasting LIND...
[2025-12-10T20:28:02.243970] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-10T20:28:02.244005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-10T20:28:02.255130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-10T20:28:02.255425] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-10T20:28:02.256201] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-10T20:28:02.256251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:02.256281] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:02.256307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:02.256362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:02.313028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:02.313646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:02.313720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:02.313752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:02.430518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:02.430670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:02.430708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:02.430736] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:02.433977] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-10T20:28:02.434269] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-10T20:28:02.434387] [INFO ] [sig       ] LIND: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:02.571391] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LIND.txt
[2025-12-10T20:28:02.571514] [INFO ] [sig       ] [1941/3612] Completed LIND in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:02.571552] [INFO ] [sig       ] [1942/3612] Forecasting LINE...
[2025-12-10T20:28:02.571597] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-10T20:28:02.571627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-10T20:28:02.582604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-10T20:28:02.582877] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-10T20:28:02.583645] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-10T20:28:02.583695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:02.583725] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:02.583750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:02.583805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:02.643148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:02.643955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:02.644040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:02.644073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:02.763013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:02.763142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:02.763178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:02.763205] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:02.766470] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-10T20:28:02.766759] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-10T20:28:02.766879] [INFO ] [sig       ] LINE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:02.904227] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LINE.txt
[2025-12-10T20:28:02.904372] [INFO ] [sig       ] [1942/3612] Completed LINE in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:02.904412] [INFO ] [sig       ] [1943/3612] Forecasting LINK...
[2025-12-10T20:28:02.904440] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-10T20:28:02.904468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-10T20:28:02.915430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-10T20:28:02.915747] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-10T20:28:02.916487] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-10T20:28:02.916537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:02.916590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:02.916622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:02.916677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:02.972766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:02.973429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:02.973505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:02.973536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:03.084542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:03.084701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:03.084738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:03.084766] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:03.088348] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-12-10T20:28:03.088634] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-10T20:28:03.088755] [INFO ] [sig       ] LINK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:03.226968] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LINK.txt
[2025-12-10T20:28:03.227096] [INFO ] [sig       ] [1943/3612] Completed LINK in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:03.227135] [INFO ] [sig       ] [1944/3612] Forecasting LITE...
[2025-12-10T20:28:03.227165] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-10T20:28:03.227193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-10T20:28:03.238558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-10T20:28:03.238889] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-10T20:28:03.239687] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-10T20:28:03.239738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:03.239770] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:03.239823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:03.239880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:03.297855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:03.298564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:03.298661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:03.298695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:03.420549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:03.420720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:03.420766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:03.420795] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:03.424239] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-12-10T20:28:03.424504] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-10T20:28:03.424643] [INFO ] [sig       ] LITE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:03.583399] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LITE.txt
[2025-12-10T20:28:03.583635] [INFO ] [sig       ] [1944/3612] Completed LITE in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:03.583705] [INFO ] [sig       ] [1945/3612] Forecasting LITM...
[2025-12-10T20:28:03.583758] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-10T20:28:03.583811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-10T20:28:03.599010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-10T20:28:03.599393] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-10T20:28:03.600208] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-10T20:28:03.600259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:03.600290] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:03.600316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:03.600371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:03.657598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:03.658460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:03.658542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:03.658591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:03.778760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:03.778910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:03.778949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:03.778978] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:03.782355] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-10T20:28:03.782657] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-10T20:28:03.782784] [INFO ] [sig       ] LITM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:03.927101] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LITM.txt
[2025-12-10T20:28:03.927242] [INFO ] [sig       ] [1945/3612] Completed LITM in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:03.927282] [INFO ] [sig       ] [1946/3612] Forecasting LIVN...
[2025-12-10T20:28:03.927312] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-10T20:28:03.927340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-10T20:28:03.939175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-10T20:28:03.939525] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-10T20:28:03.940502] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-10T20:28:03.940552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:03.940602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:03.940630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:03.940685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:03.999101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:03.999933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:04.000015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:04.000048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:04.128493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:04.128671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:04.128721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:04.128752] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:04.132139] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-10T20:28:04.132414] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-10T20:28:04.132535] [INFO ] [sig       ] LIVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:04.277814] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LIVN.txt
[2025-12-10T20:28:04.277955] [INFO ] [sig       ] [1946/3612] Completed LIVN in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:04.277994] [INFO ] [sig       ] [1947/3612] Forecasting LKFN...
[2025-12-10T20:28:04.278022] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-10T20:28:04.278052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-10T20:28:04.289284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-10T20:28:04.289647] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-10T20:28:04.290405] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-10T20:28:04.290454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:04.290485] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:04.290511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:04.290597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:04.349097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:04.349944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:04.350026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:04.350061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:04.469857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:04.470016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:04.470054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:04.470082] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:04.473474] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-10T20:28:04.473781] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-10T20:28:04.473911] [INFO ] [sig       ] LKFN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:04.623960] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LKFN.txt
[2025-12-10T20:28:04.624109] [INFO ] [sig       ] [1947/3612] Completed LKFN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:04.624151] [INFO ] [sig       ] [1948/3612] Forecasting LKQ...
[2025-12-10T20:28:04.624184] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-10T20:28:04.624212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-10T20:28:04.635858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-10T20:28:04.636190] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-10T20:28:04.636982] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-10T20:28:04.637034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:04.637066] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:04.637092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:04.637159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:04.697661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:04.698522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:04.698626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:04.698661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:04.822309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:04.822459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:04.822498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:04.822526] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:04.826176] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-10T20:28:04.826466] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-10T20:28:04.826622] [INFO ] [sig       ] LKQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:04.968985] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LKQ.txt
[2025-12-10T20:28:04.969131] [INFO ] [sig       ] [1948/3612] Completed LKQ in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:04.969171] [INFO ] [sig       ] [1949/3612] Forecasting LLY...
[2025-12-10T20:28:04.969202] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-10T20:28:04.969231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-10T20:28:04.980747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-10T20:28:04.981078] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-10T20:28:04.981910] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-10T20:28:04.981968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:04.982007] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:04.982043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:04.982126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:05.042242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:05.043057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:05.043138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:05.043172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:05.170553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:05.170717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:05.170757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:05.170797] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:05.174426] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-12-10T20:28:05.174742] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-10T20:28:05.174868] [INFO ] [sig       ] LLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:05.320227] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LLY.txt
[2025-12-10T20:28:05.320382] [INFO ] [sig       ] [1949/3612] Completed LLY in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:05.320423] [INFO ] [sig       ] [1950/3612] Forecasting LLYVA...
[2025-12-10T20:28:05.320450] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-10T20:28:05.320479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-10T20:28:05.331257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-10T20:28:05.331510] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-10T20:28:05.332281] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-10T20:28:05.332341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:05.332372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:05.332397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:05.332451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:05.388706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:05.389280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:05.389355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:05.389387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:05.506723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:05.506855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:05.506893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:05.506920] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:05.510102] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-12-10T20:28:05.510368] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-10T20:28:05.510484] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:05.650043] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LLYVA.txt
[2025-12-10T20:28:05.650150] [INFO ] [sig       ] [1950/3612] Completed LLYVA in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.7m
[2025-12-10T20:28:05.650187] [INFO ] [sig       ] [1951/3612] Forecasting LLYVK...
[2025-12-10T20:28:05.650215] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-10T20:28:05.650243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-10T20:28:05.662165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-10T20:28:05.662495] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-10T20:28:05.663313] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-10T20:28:05.663365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:05.663397] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:05.663424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:05.663479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:05.726832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:05.728144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:05.728231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:05.728264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:05.848945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:05.849104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:05.849143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:05.849171] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:05.852742] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-10T20:28:05.853031] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-10T20:28:05.853159] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:05.992949] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LLYVK.txt
[2025-12-10T20:28:05.993099] [INFO ] [sig       ] [1951/3612] Completed LLYVK in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.6m
[2025-12-10T20:28:05.993138] [INFO ] [sig       ] [1952/3612] Forecasting LMB...
[2025-12-10T20:28:05.993168] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-10T20:28:05.993197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-10T20:28:06.007740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-10T20:28:06.008175] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-10T20:28:06.009149] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-10T20:28:06.009211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:06.009256] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:06.009295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:06.009376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:06.071037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:06.071915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:06.071995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:06.072028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:06.189404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:06.189556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:06.189611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:06.189640] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:06.192980] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-10T20:28:06.193254] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-10T20:28:06.193376] [INFO ] [sig       ] LMB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:06.348845] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LMB.txt
[2025-12-10T20:28:06.348992] [INFO ] [sig       ] [1952/3612] Completed LMB in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.6m
[2025-12-10T20:28:06.349033] [INFO ] [sig       ] [1953/3612] Forecasting LMBS...
[2025-12-10T20:28:06.349063] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-10T20:28:06.349091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-10T20:28:06.360437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-10T20:28:06.360753] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-10T20:28:06.361491] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-10T20:28:06.361541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:06.361587] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:06.361616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:06.361675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:06.418069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:06.418664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:06.418741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:06.418772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:06.534586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:06.534701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:06.534737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:06.534764] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:06.537903] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-10T20:28:06.538169] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-10T20:28:06.538286] [INFO ] [sig       ] LMBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:06.674699] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LMBS.txt
[2025-12-10T20:28:06.674807] [INFO ] [sig       ] [1953/3612] Completed LMBS in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.6m
[2025-12-10T20:28:06.674843] [INFO ] [sig       ] [1954/3612] Forecasting LMND...
[2025-12-10T20:28:06.674872] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-10T20:28:06.674901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-10T20:28:06.685969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-10T20:28:06.686225] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-10T20:28:06.686994] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-10T20:28:06.687044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:06.687075] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:06.687102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:06.687156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:06.742780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:06.743354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:06.743455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:06.743487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:06.859230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:06.859326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:06.859359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:06.859386] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:06.862417] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-10T20:28:06.862700] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-10T20:28:06.862818] [INFO ] [sig       ] LMND: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:06.999462] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LMND.txt
[2025-12-10T20:28:06.999586] [INFO ] [sig       ] [1954/3612] Completed LMND in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.6m
[2025-12-10T20:28:06.999626] [INFO ] [sig       ] [1955/3612] Forecasting LNC...
[2025-12-10T20:28:06.999655] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-10T20:28:06.999683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-10T20:28:07.010473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-10T20:28:07.010765] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-10T20:28:07.011503] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-10T20:28:07.011553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:07.011600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:07.011627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:07.011685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:07.068361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:07.068983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:07.069057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:07.069088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:07.193370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:07.193528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:07.193565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:07.193614] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:07.197007] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-10T20:28:07.197363] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-10T20:28:07.197498] [INFO ] [sig       ] LNC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:07.337762] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LNC.txt
[2025-12-10T20:28:07.337894] [INFO ] [sig       ] [1955/3612] Completed LNC in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:07.337931] [INFO ] [sig       ] [1956/3612] Forecasting LND...
[2025-12-10T20:28:07.337960] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-10T20:28:07.337988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-10T20:28:07.348282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-10T20:28:07.348537] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-10T20:28:07.349292] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-10T20:28:07.349341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:07.349372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:07.349397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:07.349453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:07.406021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:07.406863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:07.406944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:07.406975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:07.520093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:07.520232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:07.520270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:07.520297] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:07.523532] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-12-10T20:28:07.523823] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-10T20:28:07.523941] [INFO ] [sig       ] LND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:07.664271] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LND.txt
[2025-12-10T20:28:07.664397] [INFO ] [sig       ] [1956/3612] Completed LND in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:07.664434] [INFO ] [sig       ] [1957/3612] Forecasting LNG...
[2025-12-10T20:28:07.664463] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-10T20:28:07.664491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-10T20:28:07.676208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-10T20:28:07.676509] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-10T20:28:07.677429] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-10T20:28:07.677477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:07.677508] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:07.677533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:07.677602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:07.736278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:07.737090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:07.737169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:07.737201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:07.854629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:07.854745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:07.854795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:07.854823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:07.857965] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-10T20:28:07.858226] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-10T20:28:07.858341] [INFO ] [sig       ] LNG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:07.998629] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LNG.txt
[2025-12-10T20:28:07.998766] [INFO ] [sig       ] [1957/3612] Completed LNG in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:07.998804] [INFO ] [sig       ] [1958/3612] Forecasting LNKB...
[2025-12-10T20:28:07.998832] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-10T20:28:07.998861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-10T20:28:08.010446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-10T20:28:08.010834] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-10T20:28:08.011818] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-10T20:28:08.011868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:08.011899] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:08.011926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:08.011981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:08.070622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:08.071348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:08.071425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:08.071457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:08.183051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:08.183205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:08.183243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:08.183270] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:08.186514] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-12-10T20:28:08.186800] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-10T20:28:08.186918] [INFO ] [sig       ] LNKB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:08.325474] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LNKB.txt
[2025-12-10T20:28:08.325606] [INFO ] [sig       ] [1958/3612] Completed LNKB in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:08.325645] [INFO ] [sig       ] [1959/3612] Forecasting LNN...
[2025-12-10T20:28:08.325673] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-10T20:28:08.325702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-10T20:28:08.337623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-10T20:28:08.337919] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-10T20:28:08.338675] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-10T20:28:08.338729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:08.338759] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:08.338785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:08.338839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:08.396992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:08.397707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:08.397799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:08.397832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:08.521659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:08.521803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:08.521841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:08.521868] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:08.525110] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-10T20:28:08.525372] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-10T20:28:08.525488] [INFO ] [sig       ] LNN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:08.664197] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LNN.txt
[2025-12-10T20:28:08.664310] [INFO ] [sig       ] [1959/3612] Completed LNN in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:08.664347] [INFO ] [sig       ] [1960/3612] Forecasting LNTH...
[2025-12-10T20:28:08.664374] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-10T20:28:08.664402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-10T20:28:08.675897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-10T20:28:08.676171] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-10T20:28:08.676927] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-10T20:28:08.676977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:08.677008] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:08.677034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:08.677088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:08.732805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:08.733387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:08.733462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:08.733492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:08.857060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:08.857202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:08.857239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:08.857266] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:08.860520] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-10T20:28:08.860800] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-10T20:28:08.860918] [INFO ] [sig       ] LNTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:09.003145] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LNTH.txt
[2025-12-10T20:28:09.003263] [INFO ] [sig       ] [1960/3612] Completed LNTH in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:09.003301] [INFO ] [sig       ] [1961/3612] Forecasting LNZA...
[2025-12-10T20:28:09.003329] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-10T20:28:09.003357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-10T20:28:09.015451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-10T20:28:09.015737] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-10T20:28:09.016491] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-10T20:28:09.016541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:09.016623] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:09.016652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:09.016720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:09.075606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:09.076240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:09.076315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:09.076346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:09.192409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:09.192543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:09.192596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:09.192626] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:09.195842] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-10T20:28:09.196105] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-10T20:28:09.196223] [INFO ] [sig       ] LNZA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:09.335669] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LNZA.txt
[2025-12-10T20:28:09.335782] [INFO ] [sig       ] [1961/3612] Completed LNZA in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:09.335819] [INFO ] [sig       ] [1962/3612] Forecasting LOAN...
[2025-12-10T20:28:09.335849] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-10T20:28:09.335876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-10T20:28:09.349892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-10T20:28:09.350662] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-10T20:28:09.351831] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-10T20:28:09.351884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:09.351918] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:09.351944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:09.352000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:09.413994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:09.415489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:09.415632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:09.415671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:09.532768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:09.533003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:09.533047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:09.533077] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:09.537411] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-10T20:28:09.537796] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-10T20:28:09.537947] [INFO ] [sig       ] LOAN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:09.691851] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LOAN.txt
[2025-12-10T20:28:09.692071] [INFO ] [sig       ] [1962/3612] Completed LOAN in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:09.692116] [INFO ] [sig       ] [1963/3612] Forecasting LOB...
[2025-12-10T20:28:09.692146] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-10T20:28:09.692178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-10T20:28:09.706374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-10T20:28:09.706759] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-10T20:28:09.707524] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-10T20:28:09.707590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:09.707624] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:09.707650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:09.707704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:09.764148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:09.764754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:09.764830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:09.764861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:09.885353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:09.885457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:09.885491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:09.885517] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:09.888791] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-10T20:28:09.889054] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-10T20:28:09.889172] [INFO ] [sig       ] LOB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:10.087267] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LOB.txt
[2025-12-10T20:28:10.087413] [INFO ] [sig       ] [1963/3612] Completed LOB in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:10.087452] [INFO ] [sig       ] [1964/3612] Forecasting LOCO...
[2025-12-10T20:28:10.087482] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-10T20:28:10.087513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-10T20:28:10.099856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-10T20:28:10.100228] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-10T20:28:10.101103] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-10T20:28:10.101155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:10.101186] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:10.101212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:10.101268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:10.168050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:10.169003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:10.169107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:10.169142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:10.297076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:10.297231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:10.297269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:10.297332] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:10.301281] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-10T20:28:10.301562] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-10T20:28:10.301706] [INFO ] [sig       ] LOCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:10.451490] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LOCO.txt
[2025-12-10T20:28:10.451643] [INFO ] [sig       ] [1964/3612] Completed LOCO in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:10.451691] [INFO ] [sig       ] [1965/3612] Forecasting LOGI...
[2025-12-10T20:28:10.451721] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-10T20:28:10.451749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-10T20:28:10.462772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-10T20:28:10.463056] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-10T20:28:10.463834] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-10T20:28:10.463895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:10.463927] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:10.463953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:10.464007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:10.520815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:10.521415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:10.521490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:10.521521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:10.650018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:10.650167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:10.650205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:10.650232] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:10.654339] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-10T20:28:10.654642] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-10T20:28:10.654767] [INFO ] [sig       ] LOGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:10.810354] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LOGI.txt
[2025-12-10T20:28:10.810514] [INFO ] [sig       ] [1965/3612] Completed LOGI in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:10.810556] [INFO ] [sig       ] [1966/3612] Forecasting LOMA...
[2025-12-10T20:28:10.810603] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-10T20:28:10.810635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-10T20:28:10.823735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-10T20:28:10.824055] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-10T20:28:10.824853] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-10T20:28:10.824904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:10.824935] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:10.824961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:10.825025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:10.887973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:10.888670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:10.888747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:10.888782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:11.018438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:11.018611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:11.018652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:11.018682] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:11.022447] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-12-10T20:28:11.022755] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-10T20:28:11.022903] [INFO ] [sig       ] LOMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:11.194308] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LOMA.txt
[2025-12-10T20:28:11.194460] [INFO ] [sig       ] [1966/3612] Completed LOMA in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:11.194500] [INFO ] [sig       ] [1967/3612] Forecasting LOPE...
[2025-12-10T20:28:11.194528] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-10T20:28:11.194558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-10T20:28:11.205960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-10T20:28:11.206275] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-10T20:28:11.207038] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-10T20:28:11.207088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:11.207119] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:11.207145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:11.207199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:11.263532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:11.264342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:11.264421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:11.264453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:11.383699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:11.383847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:11.383884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:11.383912] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:11.387468] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=32.59%)
[2025-12-10T20:28:11.387775] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-10T20:28:11.387895] [INFO ] [sig       ] LOPE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:11.531605] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LOPE.txt
[2025-12-10T20:28:11.531768] [INFO ] [sig       ] [1967/3612] Completed LOPE in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.6m
[2025-12-10T20:28:11.531809] [INFO ] [sig       ] [1968/3612] Forecasting LOVE...
[2025-12-10T20:28:11.531837] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-10T20:28:11.531865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-10T20:28:11.545976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-10T20:28:11.546629] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-10T20:28:11.547695] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-10T20:28:11.547785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:11.547822] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:11.547849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:11.547909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:11.608823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:11.610071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:11.610173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:11.610208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:11.735084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:11.735302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:11.735374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:11.735406] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:11.739249] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2025-12-10T20:28:11.739555] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-10T20:28:11.739706] [INFO ] [sig       ] LOVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:11.901098] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LOVE.txt
[2025-12-10T20:28:11.901325] [INFO ] [sig       ] [1968/3612] Completed LOVE in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.5m
[2025-12-10T20:28:11.901371] [INFO ] [sig       ] [1969/3612] Forecasting LPCN...
[2025-12-10T20:28:11.901400] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-10T20:28:11.901432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-10T20:28:11.915464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-10T20:28:11.915932] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-10T20:28:11.917106] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-10T20:28:11.917180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:11.917220] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:11.917260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:11.917351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:11.982042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:11.983335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:11.983471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:11.983515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:12.097623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:12.097861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:12.097903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:12.097930] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:12.101723] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-10T20:28:12.102225] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-10T20:28:12.102365] [INFO ] [sig       ] LPCN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:12.249683] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LPCN.txt
[2025-12-10T20:28:12.250121] [INFO ] [sig       ] [1969/3612] Completed LPCN in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.5m
[2025-12-10T20:28:12.250175] [INFO ] [sig       ] [1970/3612] Forecasting LPG...
[2025-12-10T20:28:12.250209] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-10T20:28:12.250241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-10T20:28:12.264833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-10T20:28:12.265317] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-10T20:28:12.266139] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-10T20:28:12.266190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:12.266222] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:12.266247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:12.266302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:12.328597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:12.329759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:12.329866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:12.329900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:12.459221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:12.459381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:12.459419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:12.459446] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:12.462988] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-12-10T20:28:12.463285] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-10T20:28:12.463410] [INFO ] [sig       ] LPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:12.620549] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LPG.txt
[2025-12-10T20:28:12.620736] [INFO ] [sig       ] [1970/3612] Completed LPG in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.5m
[2025-12-10T20:28:12.620777] [INFO ] [sig       ] [1971/3612] Forecasting LPL...
[2025-12-10T20:28:12.620805] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-10T20:28:12.620834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-10T20:28:12.636278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-10T20:28:12.636911] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-10T20:28:12.637959] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-10T20:28:12.638018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:12.638055] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:12.638088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:12.638162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:12.715898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:12.717480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:12.717665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:12.717705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:12.875731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:12.875957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:12.876001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:12.876030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:12.880372] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-10T20:28:12.880721] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-10T20:28:12.880863] [INFO ] [sig       ] LPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:13.030353] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LPL.txt
[2025-12-10T20:28:13.030554] [INFO ] [sig       ] [1971/3612] Completed LPL in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.5m
[2025-12-10T20:28:13.030616] [INFO ] [sig       ] [1972/3612] Forecasting LPLA...
[2025-12-10T20:28:13.030653] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-10T20:28:13.030685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-10T20:28:13.044713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-10T20:28:13.045411] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-10T20:28:13.046489] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-10T20:28:13.046548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:13.046612] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:13.046642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:13.046717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:13.106736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:13.107621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:13.107705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:13.107760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:13.248213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:13.248375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:13.248415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:13.248444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:13.251906] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2025-12-10T20:28:13.252375] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-10T20:28:13.252498] [INFO ] [sig       ] LPLA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:13.410523] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LPLA.txt
[2025-12-10T20:28:13.410699] [INFO ] [sig       ] [1972/3612] Completed LPLA in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:13.410740] [INFO ] [sig       ] [1973/3612] Forecasting LPRO...
[2025-12-10T20:28:13.410768] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-10T20:28:13.410796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-10T20:28:13.422301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-10T20:28:13.422559] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-10T20:28:13.423322] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-10T20:28:13.423372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:13.423403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:13.423429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:13.423483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:13.483823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:13.484473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:13.484550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:13.484601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:13.602627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:13.602754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:13.602788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:13.602815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:13.605990] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-10T20:28:13.606251] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-10T20:28:13.606368] [INFO ] [sig       ] LPRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:13.744638] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LPRO.txt
[2025-12-10T20:28:13.744749] [INFO ] [sig       ] [1973/3612] Completed LPRO in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:13.744785] [INFO ] [sig       ] [1974/3612] Forecasting LPSN...
[2025-12-10T20:28:13.744814] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-10T20:28:13.744842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-10T20:28:13.756483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-10T20:28:13.756820] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-10T20:28:13.757594] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-10T20:28:13.757645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:13.757676] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:13.757702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:13.757776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:13.814111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:13.814801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:13.814877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:13.814908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:13.934448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:13.934619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:13.934659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:13.934686] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:13.938021] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-10T20:28:13.938290] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-10T20:28:13.938409] [INFO ] [sig       ] LPSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:14.091155] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LPSN.txt
[2025-12-10T20:28:14.091337] [INFO ] [sig       ] [1974/3612] Completed LPSN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:14.091377] [INFO ] [sig       ] [1975/3612] Forecasting LPTH...
[2025-12-10T20:28:14.091407] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-10T20:28:14.091435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-10T20:28:14.104179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-10T20:28:14.104614] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-10T20:28:14.105430] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-10T20:28:14.105482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:14.105514] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:14.105541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:14.105612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:14.164467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:14.165379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:14.165461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:14.165493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:14.294524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:14.294699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:14.294738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:14.294765] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:14.298064] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-10T20:28:14.298340] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-10T20:28:14.298464] [INFO ] [sig       ] LPTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:14.438147] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LPTH.txt
[2025-12-10T20:28:14.438271] [INFO ] [sig       ] [1975/3612] Completed LPTH in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:14.438308] [INFO ] [sig       ] [1976/3612] Forecasting LPX...
[2025-12-10T20:28:14.438344] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-10T20:28:14.438377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-10T20:28:14.449979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-10T20:28:14.450490] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-10T20:28:14.451480] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-10T20:28:14.451537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:14.451587] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:14.451617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:14.451677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:14.509318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:14.510376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:14.510458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:14.510490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:14.632851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:14.633009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:14.633047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:14.633074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:14.636555] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-10T20:28:14.636900] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-10T20:28:14.637228] [INFO ] [sig       ] LPX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:14.778565] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LPX.txt
[2025-12-10T20:28:14.778719] [INFO ] [sig       ] [1976/3612] Completed LPX in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:14.778757] [INFO ] [sig       ] [1977/3612] Forecasting LQDA...
[2025-12-10T20:28:14.778785] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-10T20:28:14.778814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-10T20:28:14.790537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-10T20:28:14.790829] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-10T20:28:14.791566] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-10T20:28:14.791654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:14.791686] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:14.791711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:14.791766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:14.849795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:14.850698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:14.850795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:14.850838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:14.984811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:14.984985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:14.985037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:14.985079] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:14.989344] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-10T20:28:14.989632] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-10T20:28:14.989753] [INFO ] [sig       ] LQDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:15.136641] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LQDA.txt
[2025-12-10T20:28:15.136772] [INFO ] [sig       ] [1977/3612] Completed LQDA in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:15.136811] [INFO ] [sig       ] [1978/3612] Forecasting LRCX...
[2025-12-10T20:28:15.136845] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-10T20:28:15.136879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-10T20:28:15.149250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-10T20:28:15.149597] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-10T20:28:15.150352] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-10T20:28:15.150402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:15.150468] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:15.150495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:15.150560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:15.210080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:15.211010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:15.211108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:15.211142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:15.339732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:15.339899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:15.339944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:15.339977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:15.343376] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2025-12-10T20:28:15.343675] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-10T20:28:15.343797] [INFO ] [sig       ] LRCX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:15.487254] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LRCX.txt
[2025-12-10T20:28:15.487590] [INFO ] [sig       ] [1978/3612] Completed LRCX in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:15.487630] [INFO ] [sig       ] [1979/3612] Forecasting LRGE...
[2025-12-10T20:28:15.487658] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-10T20:28:15.487686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-10T20:28:15.498509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-10T20:28:15.498800] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-10T20:28:15.499539] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-10T20:28:15.499606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:15.499639] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:15.499664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:15.499720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:15.557527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:15.558285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:15.558364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:15.558397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:15.680111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:15.680268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:15.680306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:15.680349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:15.683710] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-10T20:28:15.684008] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-10T20:28:15.684134] [INFO ] [sig       ] LRGE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:15.828172] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LRGE.txt
[2025-12-10T20:28:15.828326] [INFO ] [sig       ] [1979/3612] Completed LRGE in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:15.828364] [INFO ] [sig       ] [1980/3612] Forecasting LRHC...
[2025-12-10T20:28:15.828392] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-10T20:28:15.828422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-10T20:28:15.840590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-10T20:28:15.840956] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-10T20:28:15.841731] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-10T20:28:15.841781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:15.841813] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:15.841839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:15.841894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:15.902287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:15.903176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:15.903260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:15.903293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:16.025222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:16.025375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:16.025413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:16.025440] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:16.029570] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-12-10T20:28:16.030025] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-10T20:28:16.030214] [INFO ] [sig       ] LRHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:16.172482] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LRHC.txt
[2025-12-10T20:28:16.172650] [INFO ] [sig       ] [1980/3612] Completed LRHC in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:16.172694] [INFO ] [sig       ] [1981/3612] Forecasting LSCC...
[2025-12-10T20:28:16.172722] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-10T20:28:16.172752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-10T20:28:16.184230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-10T20:28:16.184556] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-10T20:28:16.185343] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-10T20:28:16.185393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:16.185423] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:16.185449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:16.185503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:16.242376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:16.243108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:16.243187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:16.243235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:16.365821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:16.365984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:16.366023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:16.366089] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:16.370082] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-10T20:28:16.370542] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-10T20:28:16.370683] [INFO ] [sig       ] LSCC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:16.520121] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LSCC.txt
[2025-12-10T20:28:16.520248] [INFO ] [sig       ] [1981/3612] Completed LSCC in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:16.520287] [INFO ] [sig       ] [1982/3612] Forecasting LSPD...
[2025-12-10T20:28:16.520315] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-10T20:28:16.520351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-10T20:28:16.531875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-10T20:28:16.532170] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-10T20:28:16.532936] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-10T20:28:16.532986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:16.533017] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:16.533043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:16.533098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:16.588533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:16.589357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:16.589455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:16.589488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:16.711281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:16.711454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:16.711493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:16.711521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:16.714848] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-10T20:28:16.715139] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-10T20:28:16.715264] [INFO ] [sig       ] LSPD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:16.853087] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LSPD.txt
[2025-12-10T20:28:16.853281] [INFO ] [sig       ] [1982/3612] Completed LSPD in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:16.853326] [INFO ] [sig       ] [1983/3612] Forecasting LTC...
[2025-12-10T20:28:16.853354] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-10T20:28:16.853383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-10T20:28:16.864616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-10T20:28:16.864916] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-10T20:28:16.865920] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-10T20:28:16.865970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:16.866000] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:16.866038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:16.866095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:16.923451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:16.924301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:16.924378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:16.924409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:17.038267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:17.038420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:17.038457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:17.038486] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:17.041761] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-10T20:28:17.042030] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-10T20:28:17.042201] [INFO ] [sig       ] LTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:17.187242] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LTC.txt
[2025-12-10T20:28:17.187369] [INFO ] [sig       ] [1983/3612] Completed LTC in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:17.187407] [INFO ] [sig       ] [1984/3612] Forecasting LTH...
[2025-12-10T20:28:17.187436] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-10T20:28:17.187465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-10T20:28:17.200050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-10T20:28:17.200637] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-10T20:28:17.201437] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-10T20:28:17.201487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:17.201518] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:17.201543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:17.201614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:17.259233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:17.259896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:17.259989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:17.260027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:17.377397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:17.377546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:17.377601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:17.377631] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:17.380919] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-10T20:28:17.381351] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-10T20:28:17.381468] [INFO ] [sig       ] LTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:17.527551] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LTH.txt
[2025-12-10T20:28:17.527748] [INFO ] [sig       ] [1984/3612] Completed LTH in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.5m
[2025-12-10T20:28:17.527808] [INFO ] [sig       ] [1985/3612] Forecasting LTRN...
[2025-12-10T20:28:17.527845] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-10T20:28:17.527876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-10T20:28:17.539432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-10T20:28:17.539766] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-10T20:28:17.540812] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-10T20:28:17.540863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:17.540895] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:17.540924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:17.540990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:17.600553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:17.601251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:17.601330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:17.601361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:17.716416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:17.716563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:17.716619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:17.716647] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:17.719966] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-10T20:28:17.720233] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-10T20:28:17.720350] [INFO ] [sig       ] LTRN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:17.858793] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LTRN.txt
[2025-12-10T20:28:17.858915] [INFO ] [sig       ] [1985/3612] Completed LTRN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.4m
[2025-12-10T20:28:17.858957] [INFO ] [sig       ] [1986/3612] Forecasting LTRX...
[2025-12-10T20:28:17.858985] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-10T20:28:17.859012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-10T20:28:17.870383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-10T20:28:17.870759] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-10T20:28:17.871637] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-10T20:28:17.871688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:17.871719] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:17.871744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:17.871800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:17.929935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:17.930823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:17.930911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:17.930943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:18.052259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:18.052412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:18.052450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:18.052479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:18.055807] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-10T20:28:18.056080] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-10T20:28:18.056204] [INFO ] [sig       ] LTRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:18.195906] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LTRX.txt
[2025-12-10T20:28:18.196043] [INFO ] [sig       ] [1986/3612] Completed LTRX in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.4m
[2025-12-10T20:28:18.196080] [INFO ] [sig       ] [1987/3612] Forecasting LUCD...
[2025-12-10T20:28:18.196110] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-10T20:28:18.196145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-10T20:28:18.208017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-10T20:28:18.208329] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-10T20:28:18.209128] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-10T20:28:18.209181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:18.209213] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:18.209240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:18.209299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:18.267212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:18.268062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:18.268140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:18.268172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:18.386451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:18.386609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:18.386650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:18.386679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:18.390073] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-10T20:28:18.390340] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-10T20:28:18.390459] [INFO ] [sig       ] LUCD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:18.537186] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LUCD.txt
[2025-12-10T20:28:18.537333] [INFO ] [sig       ] [1987/3612] Completed LUCD in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.4m
[2025-12-10T20:28:18.537373] [INFO ] [sig       ] [1988/3612] Forecasting LUCY...
[2025-12-10T20:28:18.537402] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-10T20:28:18.537430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-10T20:28:18.548802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-10T20:28:18.549154] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-10T20:28:18.549975] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-10T20:28:18.550027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:18.550060] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:18.550089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:18.550146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:18.610932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:18.611819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:18.611949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:18.611986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:18.736879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:18.737029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:18.737069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:18.737098] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:18.740640] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-10T20:28:18.740918] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-10T20:28:18.741041] [INFO ] [sig       ] LUCY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:18.886157] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LUCY.txt
[2025-12-10T20:28:18.886318] [INFO ] [sig       ] [1988/3612] Completed LUCY in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.4m
[2025-12-10T20:28:18.886359] [INFO ] [sig       ] [1989/3612] Forecasting LUMN...
[2025-12-10T20:28:18.886387] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-10T20:28:18.886416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-10T20:28:18.897401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-10T20:28:18.897780] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-10T20:28:18.898526] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-10T20:28:18.898593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:18.898626] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:18.898652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:18.898706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:18.954828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:18.955701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:18.955780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:18.955811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:19.084026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:19.084199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:19.084239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:19.084267] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:19.087866] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-10T20:28:19.088144] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-10T20:28:19.088267] [INFO ] [sig       ] LUMN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:19.235293] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LUMN.txt
[2025-12-10T20:28:19.235449] [INFO ] [sig       ] [1989/3612] Completed LUMN in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:19.235492] [INFO ] [sig       ] [1990/3612] Forecasting LUNG...
[2025-12-10T20:28:19.235522] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-10T20:28:19.235553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-10T20:28:19.248057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-10T20:28:19.248617] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-10T20:28:19.249650] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-10T20:28:19.249702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:19.249734] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:19.249762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:19.249836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:19.309857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:19.310772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:19.310854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:19.310887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:19.435390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:19.435537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:19.435591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:19.435621] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:19.438889] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-10T20:28:19.439159] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-10T20:28:19.439278] [INFO ] [sig       ] LUNG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:19.580299] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LUNG.txt
[2025-12-10T20:28:19.580444] [INFO ] [sig       ] [1990/3612] Completed LUNG in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:19.580482] [INFO ] [sig       ] [1991/3612] Forecasting LVHD...
[2025-12-10T20:28:19.580512] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-10T20:28:19.580541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-10T20:28:19.591812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-10T20:28:19.592132] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-10T20:28:19.592913] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-10T20:28:19.592963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:19.592999] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:19.593025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:19.593079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:19.649226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:19.649955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:19.650046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:19.650085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:19.776064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:19.776232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:19.776275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:19.776305] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:19.779849] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-10T20:28:19.780131] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-10T20:28:19.780250] [INFO ] [sig       ] LVHD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:19.921392] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LVHD.txt
[2025-12-10T20:28:19.921558] [INFO ] [sig       ] [1991/3612] Completed LVHD in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:19.921617] [INFO ] [sig       ] [1992/3612] Forecasting LVO...
[2025-12-10T20:28:19.921647] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-10T20:28:19.921676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-10T20:28:19.933596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-10T20:28:19.933889] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-10T20:28:19.934830] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-10T20:28:19.934880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:19.934911] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:19.934937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:19.934992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:19.992632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:19.993460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:19.993542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:19.993594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:20.117440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:20.117615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:20.117658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:20.117687] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:20.121126] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-10T20:28:20.121420] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-10T20:28:20.121544] [INFO ] [sig       ] LVO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:20.267276] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LVO.txt
[2025-12-10T20:28:20.267414] [INFO ] [sig       ] [1992/3612] Completed LVO in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:20.267452] [INFO ] [sig       ] [1993/3612] Forecasting LVS...
[2025-12-10T20:28:20.267481] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-10T20:28:20.267510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-10T20:28:20.278850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-10T20:28:20.279109] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-10T20:28:20.279868] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-10T20:28:20.279919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:20.279949] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:20.279974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:20.280028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:20.338655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:20.339537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:20.339631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:20.339663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:20.464767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:20.465012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:20.465050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:20.465078] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:20.468638] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=60.70%)
[2025-12-10T20:28:20.468924] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-10T20:28:20.469049] [INFO ] [sig       ] LVS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:20.608420] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LVS.txt
[2025-12-10T20:28:20.608558] [INFO ] [sig       ] [1993/3612] Completed LVS in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:20.608614] [INFO ] [sig       ] [1994/3612] Forecasting LWAY...
[2025-12-10T20:28:20.608643] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-10T20:28:20.608671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-10T20:28:20.620555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-10T20:28:20.620845] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-10T20:28:20.621607] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-10T20:28:20.621656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:20.621688] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:20.621714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:20.621769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:20.679047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:20.679850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:20.679929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:20.679960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:20.804886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:20.805034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:20.805071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:20.805098] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:20.808369] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-10T20:28:20.808648] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-10T20:28:20.808763] [INFO ] [sig       ] LWAY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:20.946212] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LWAY.txt
[2025-12-10T20:28:20.946349] [INFO ] [sig       ] [1994/3612] Completed LWAY in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:20.946388] [INFO ] [sig       ] [1995/3612] Forecasting LWLG...
[2025-12-10T20:28:20.946416] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-10T20:28:20.946444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-10T20:28:20.958095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-10T20:28:20.958427] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-10T20:28:20.959198] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-10T20:28:20.959249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:20.959308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:20.959335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:20.959391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:21.016298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:21.017156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:21.017239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:21.017273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:21.145869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:21.146041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:21.146083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:21.146111] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:21.149870] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-10T20:28:21.150138] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-10T20:28:21.150257] [INFO ] [sig       ] LWLG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:21.289972] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LWLG.txt
[2025-12-10T20:28:21.290103] [INFO ] [sig       ] [1995/3612] Completed LWLG in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:21.290155] [INFO ] [sig       ] [1996/3612] Forecasting LX...
[2025-12-10T20:28:21.290186] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-10T20:28:21.290213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-10T20:28:21.308050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-10T20:28:21.308368] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-10T20:28:21.309152] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-10T20:28:21.309215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:21.309248] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:21.309274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:21.309336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:21.367049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:21.367978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:21.368059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:21.368090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:21.491272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:21.491418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:21.491456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:21.491484] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:21.494758] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=85.79%)
[2025-12-10T20:28:21.495021] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-10T20:28:21.495140] [INFO ] [sig       ] LX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:21.633477] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LX.txt
[2025-12-10T20:28:21.633614] [INFO ] [sig       ] [1996/3612] Completed LX in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:21.633656] [INFO ] [sig       ] [1997/3612] Forecasting LXEO...
[2025-12-10T20:28:21.633684] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-10T20:28:21.633712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-10T20:28:21.645594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-10T20:28:21.645876] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-10T20:28:21.646646] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-10T20:28:21.646696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:21.646728] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:21.646753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:21.646808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:21.706549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:21.707242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:21.707322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:21.707353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:21.835520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:21.835705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:21.835747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:21.835775] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:21.839811] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-10T20:28:21.840131] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-10T20:28:21.840281] [INFO ] [sig       ] LXEO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:21.988620] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LXEO.txt
[2025-12-10T20:28:21.988759] [INFO ] [sig       ] [1997/3612] Completed LXEO in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:21.988803] [INFO ] [sig       ] [1998/3612] Forecasting LXP...
[2025-12-10T20:28:21.988845] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-10T20:28:21.988890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-10T20:28:22.000726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-10T20:28:22.001024] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-10T20:28:22.001826] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-10T20:28:22.001879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:22.001912] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:22.001938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:22.001995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:22.060816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:22.061669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:22.061761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:22.061794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:22.176850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:22.176964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:22.176999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:22.177025] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:22.180382] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-10T20:28:22.180670] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-10T20:28:22.180793] [INFO ] [sig       ] LXP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:22.321000] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LXP.txt
[2025-12-10T20:28:22.321119] [INFO ] [sig       ] [1998/3612] Completed LXP in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:22.321342] [INFO ] [sig       ] [1999/3612] Forecasting LYB...
[2025-12-10T20:28:22.321370] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-10T20:28:22.321397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-10T20:28:22.332698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-10T20:28:22.332974] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-10T20:28:22.333744] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-10T20:28:22.333793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:22.333823] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:22.333848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:22.333903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:22.393401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:22.394111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:22.394191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:22.394222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:22.510891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:22.511017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:22.511058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:22.511084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:22.514396] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-10T20:28:22.514681] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-10T20:28:22.514798] [INFO ] [sig       ] LYB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:22.653276] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LYB.txt
[2025-12-10T20:28:22.653415] [INFO ] [sig       ] [1999/3612] Completed LYB in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:22.653465] [INFO ] [sig       ] [2000/3612] Forecasting LYEL...
[2025-12-10T20:28:22.653496] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-10T20:28:22.653524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-10T20:28:22.665122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-10T20:28:22.665455] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-10T20:28:22.666261] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-10T20:28:22.666313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:22.666344] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:22.666370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:22.666426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:22.724908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:22.725709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:22.725791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:22.725825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:22.853238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:22.853561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:22.853616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:22.853643] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:22.856919] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-10T20:28:22.857182] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-10T20:28:22.857298] [INFO ] [sig       ] LYEL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:22.996462] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LYEL.txt
[2025-12-10T20:28:22.996593] [INFO ] [sig       ] [2000/3612] Completed LYEL in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:22.996633] [INFO ] [sig       ] [2001/3612] Forecasting LYG...
[2025-12-10T20:28:22.996661] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-10T20:28:22.996689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-10T20:28:23.008494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-10T20:28:23.008826] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-10T20:28:23.009634] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-10T20:28:23.009686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:23.009717] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:23.009744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:23.009802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:23.066770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:23.067396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:23.067473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:23.067506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:23.188324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:23.188435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:23.188470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:23.188496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:23.191652] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-12-10T20:28:23.191913] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-10T20:28:23.192044] [INFO ] [sig       ] LYG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:23.328488] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LYG.txt
[2025-12-10T20:28:23.328611] [INFO ] [sig       ] [2001/3612] Completed LYG in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.4m
[2025-12-10T20:28:23.328650] [INFO ] [sig       ] [2002/3612] Forecasting LYRA...
[2025-12-10T20:28:23.328678] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-10T20:28:23.328705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-10T20:28:23.339418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-10T20:28:23.339722] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-10T20:28:23.340498] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-10T20:28:23.340550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:23.340605] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:23.340640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:23.340698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:23.399381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:23.399999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:23.400081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:23.400113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:23.522030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:23.522182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:23.522224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:23.522252] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:23.525597] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-10T20:28:23.525868] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-10T20:28:23.525993] [INFO ] [sig       ] LYRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:23.665086] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LYRA.txt
[2025-12-10T20:28:23.665195] [INFO ] [sig       ] [2002/3612] Completed LYRA in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.3m
[2025-12-10T20:28:23.665232] [INFO ] [sig       ] [2003/3612] Forecasting LYTS...
[2025-12-10T20:28:23.665260] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-10T20:28:23.665288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-10T20:28:23.676522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-10T20:28:23.676828] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-10T20:28:23.677792] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-10T20:28:23.677845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:23.677875] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:23.677901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:23.677960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:23.734452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:23.735057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:23.735132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:23.735163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:23.851453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:23.851590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:23.851643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:23.851672] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:23.855246] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-12-10T20:28:23.855506] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-10T20:28:23.855639] [INFO ] [sig       ] LYTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:23.998160] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LYTS.txt
[2025-12-10T20:28:23.998264] [INFO ] [sig       ] [2003/3612] Completed LYTS in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.3m
[2025-12-10T20:28:23.998301] [INFO ] [sig       ] [2004/3612] Forecasting LZ...
[2025-12-10T20:28:23.998328] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-10T20:28:23.998356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-10T20:28:24.009512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-10T20:28:24.009817] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-10T20:28:24.010618] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-10T20:28:24.010670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:24.010701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:24.010728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:24.010784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:24.069398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:24.070042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:24.070123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:24.070156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:24.191158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:24.191287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:24.191324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:24.191351] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:24.194692] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-10T20:28:24.194972] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-10T20:28:24.195092] [INFO ] [sig       ] LZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:24.333992] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LZ.txt
[2025-12-10T20:28:24.334115] [INFO ] [sig       ] [2004/3612] Completed LZ in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.3m
[2025-12-10T20:28:24.334156] [INFO ] [sig       ] [2005/3612] Forecasting LZB...
[2025-12-10T20:28:24.334185] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-10T20:28:24.334213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-10T20:28:24.345325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-10T20:28:24.345634] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-10T20:28:24.346375] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-10T20:28:24.346425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:24.346456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:24.346482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:24.346537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:24.404954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:24.405593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:24.405721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:24.405767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:24.531031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:24.531153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:24.531190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:24.531217] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:24.534663] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=71.92%)
[2025-12-10T20:28:24.534926] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-10T20:28:24.535043] [INFO ] [sig       ] LZB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:24.676521] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/LZB.txt
[2025-12-10T20:28:24.676644] [INFO ] [sig       ] [2005/3612] Completed LZB in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.3m
[2025-12-10T20:28:24.676683] [INFO ] [sig       ] [2006/3612] Forecasting LZM...
[2025-12-10T20:28:24.676711] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-10T20:28:24.676740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-10T20:28:24.688304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-10T20:28:24.688634] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-10T20:28:24.689381] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-10T20:28:24.689431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:24.689461] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:24.689487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:24.689542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:24.746407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:24.747055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:24.747131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:24.747162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:24.870041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:24.870206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:24.870253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:24.870283] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:24.873965] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-10T20:28:24.874251] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-10T20:28:24.874376] [INFO ] [sig       ] LZM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:25.014994] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/LZM.txt
[2025-12-10T20:28:25.015127] [INFO ] [sig       ] [2006/3612] Completed LZM in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.3m
[2025-12-10T20:28:25.015165] [INFO ] [sig       ] [2007/3612] Forecasting M...
[2025-12-10T20:28:25.015193] [INFO ] [sig       ] Generating forecast for: M
[2025-12-10T20:28:25.015220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-10T20:28:25.027040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-10T20:28:25.027358] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-10T20:28:25.028193] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-10T20:28:25.028244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:25.028276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:25.028312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:25.028370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:25.085691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:25.086308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:25.086589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:25.086622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:25.208905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:25.209052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:25.209089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:25.209116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:25.212398] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-10T20:28:25.212681] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-10T20:28:25.212799] [INFO ] [sig       ] M: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:25.352594] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/M.txt
[2025-12-10T20:28:25.352715] [INFO ] [sig       ] [2007/3612] Completed M in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:25.352753] [INFO ] [sig       ] [2008/3612] Forecasting MA...
[2025-12-10T20:28:25.352781] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-10T20:28:25.352809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-10T20:28:25.364201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-10T20:28:25.364481] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-10T20:28:25.365294] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-10T20:28:25.365347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:25.365378] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:25.365406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:25.365463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:25.425974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:25.426698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:25.426781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:25.426813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:25.545752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:25.545908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:25.545945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:25.545973] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:25.549293] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-10T20:28:25.549556] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-10T20:28:25.549693] [INFO ] [sig       ] MA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:25.690369] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MA.txt
[2025-12-10T20:28:25.690744] [INFO ] [sig       ] [2008/3612] Completed MA in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:25.690800] [INFO ] [sig       ] [2009/3612] Forecasting MAA...
[2025-12-10T20:28:25.690841] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-10T20:28:25.690882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-10T20:28:25.703215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-10T20:28:25.703497] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-10T20:28:25.704265] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-10T20:28:25.704315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:25.704346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:25.704371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:25.704426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:25.760655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:25.761248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:25.761323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:25.761353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:25.879801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:25.879927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:25.879965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:25.879993] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:25.883179] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-10T20:28:25.883441] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-10T20:28:25.883557] [INFO ] [sig       ] MAA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:26.020902] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MAA.txt
[2025-12-10T20:28:26.021020] [INFO ] [sig       ] [2009/3612] Completed MAA in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:26.021057] [INFO ] [sig       ] [2010/3612] Forecasting MAC...
[2025-12-10T20:28:26.021085] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-10T20:28:26.021113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-10T20:28:26.033598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-10T20:28:26.033962] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-10T20:28:26.034770] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-10T20:28:26.034821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:26.034853] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:26.034880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:26.034936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:26.093380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:26.094148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:26.094231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:26.094262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:26.218340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:26.218495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:26.218533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:26.218559] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:26.222192] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-10T20:28:26.222466] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-10T20:28:26.222608] [INFO ] [sig       ] MAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:26.367290] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MAC.txt
[2025-12-10T20:28:26.367448] [INFO ] [sig       ] [2010/3612] Completed MAC in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:26.367490] [INFO ] [sig       ] [2011/3612] Forecasting MAMA...
[2025-12-10T20:28:26.367518] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-10T20:28:26.367554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-10T20:28:26.378807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-10T20:28:26.379102] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-10T20:28:26.379908] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-10T20:28:26.379959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:26.379992] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:26.380019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:26.380077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:26.438557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:26.439230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:26.439308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:26.439340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:26.559668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:26.559822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:26.559861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:26.559889] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:26.563141] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-12-10T20:28:26.563402] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-10T20:28:26.563518] [INFO ] [sig       ] MAMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:26.702412] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MAMA.txt
[2025-12-10T20:28:26.702542] [INFO ] [sig       ] [2011/3612] Completed MAMA in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:26.702597] [INFO ] [sig       ] [2012/3612] Forecasting MAN...
[2025-12-10T20:28:26.702627] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-10T20:28:26.702656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-10T20:28:26.713875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-10T20:28:26.714208] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-10T20:28:26.714973] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-10T20:28:26.715022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:26.715079] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:26.715106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:26.715162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:26.774977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:26.775839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:26.775920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:26.775953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:26.894389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:26.894543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:26.894598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:26.894628] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:26.897923] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-10T20:28:26.898192] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-10T20:28:26.898312] [INFO ] [sig       ] MAN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:27.037483] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MAN.txt
[2025-12-10T20:28:27.037646] [INFO ] [sig       ] [2012/3612] Completed MAN in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:27.037689] [INFO ] [sig       ] [2013/3612] Forecasting MANH...
[2025-12-10T20:28:27.037732] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-10T20:28:27.037767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-10T20:28:27.049240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-10T20:28:27.049549] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-10T20:28:27.050321] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-10T20:28:27.050370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:27.050401] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:27.050426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:27.050480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:27.107065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:27.107813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:27.107893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:27.107925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:27.229071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:27.229212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:27.229258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:27.229285] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:27.232567] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-12-10T20:28:27.232848] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-10T20:28:27.232966] [INFO ] [sig       ] MANH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:27.373762] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MANH.txt
[2025-12-10T20:28:27.373911] [INFO ] [sig       ] [2013/3612] Completed MANH in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:27.373950] [INFO ] [sig       ] [2014/3612] Forecasting MARA...
[2025-12-10T20:28:27.373979] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-10T20:28:27.374008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-10T20:28:27.385823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-10T20:28:27.386168] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-10T20:28:27.386933] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-10T20:28:27.386983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:27.387015] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:27.387041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:27.387096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:27.443836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:27.444700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:27.444793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:27.444830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:27.563179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:27.563304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:27.563342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:27.563370] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:27.566675] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-12-10T20:28:27.566952] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-10T20:28:27.567076] [INFO ] [sig       ] MARA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:27.703893] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MARA.txt
[2025-12-10T20:28:27.704018] [INFO ] [sig       ] [2014/3612] Completed MARA in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:27.704055] [INFO ] [sig       ] [2015/3612] Forecasting MAS...
[2025-12-10T20:28:27.704083] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-10T20:28:27.704113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-10T20:28:27.715447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-10T20:28:27.715739] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-10T20:28:27.716477] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-10T20:28:27.716527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:27.716557] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:27.716601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:27.716657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:27.772157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:27.772970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:27.773051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:27.773083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:27.891205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:27.891364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:27.891401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:27.891460] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:27.894781] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=24.04%)
[2025-12-10T20:28:27.895047] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-10T20:28:27.895261] [INFO ] [sig       ] MAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:28.031930] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MAS.txt
[2025-12-10T20:28:28.032052] [INFO ] [sig       ] [2015/3612] Completed MAS in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:28.032090] [INFO ] [sig       ] [2016/3612] Forecasting MASI...
[2025-12-10T20:28:28.032118] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-10T20:28:28.032146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-10T20:28:28.043642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-10T20:28:28.043919] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-10T20:28:28.044833] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-10T20:28:28.044881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:28.044911] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:28.044937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:28.044991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:28.100492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:28.101116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:28.101191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:28.101222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:28.226724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:28.226900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:28.226940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:28.226967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:28.230980] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-10T20:28:28.231318] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-10T20:28:28.231460] [INFO ] [sig       ] MASI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:28.373531] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MASI.txt
[2025-12-10T20:28:28.373681] [INFO ] [sig       ] [2016/3612] Completed MASI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:28.373730] [INFO ] [sig       ] [2017/3612] Forecasting MASS...
[2025-12-10T20:28:28.373770] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-10T20:28:28.373801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-10T20:28:28.385302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-10T20:28:28.385601] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-10T20:28:28.386378] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-10T20:28:28.386637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:28.386671] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:28.386699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:28.386755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:28.444514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:28.445175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:28.445254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:28.445287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:28.567078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:28.567233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:28.567274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:28.567301] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:28.571054] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-10T20:28:28.571321] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-10T20:28:28.571441] [INFO ] [sig       ] MASS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:28.714130] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MASS.txt
[2025-12-10T20:28:28.714278] [INFO ] [sig       ] [2017/3612] Completed MASS in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:28.714328] [INFO ] [sig       ] [2018/3612] Forecasting MATX...
[2025-12-10T20:28:28.714360] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-10T20:28:28.714390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-10T20:28:28.726282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-10T20:28:28.726602] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-10T20:28:28.727358] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-10T20:28:28.727409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:28.727441] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:28.727467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:28.727529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:28.785238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:28.785871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:28.785950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:28.785982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:28.905938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:28.906084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:28.906122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:28.906150] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:28.910278] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-10T20:28:28.910763] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-10T20:28:28.910887] [INFO ] [sig       ] MATX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:29.052092] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MATX.txt
[2025-12-10T20:28:29.052214] [INFO ] [sig       ] [2018/3612] Completed MATX in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.3m
[2025-12-10T20:28:29.052253] [INFO ] [sig       ] [2019/3612] Forecasting MAX...
[2025-12-10T20:28:29.052281] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-10T20:28:29.052309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-10T20:28:29.063468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-10T20:28:29.063757] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-10T20:28:29.064487] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-10T20:28:29.064537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:29.064567] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:29.064614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:29.064669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:29.122622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:29.123222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:29.123297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:29.123327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:29.241315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:29.241442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:29.241481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:29.241508] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:29.244877] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2025-12-10T20:28:29.245138] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-10T20:28:29.245254] [INFO ] [sig       ] MAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:29.385232] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MAX.txt
[2025-12-10T20:28:29.385391] [INFO ] [sig       ] [2019/3612] Completed MAX in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.2m
[2025-12-10T20:28:29.385431] [INFO ] [sig       ] [2020/3612] Forecasting MAXI...
[2025-12-10T20:28:29.385459] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-10T20:28:29.385488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-10T20:28:29.396902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-10T20:28:29.397295] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-10T20:28:29.398149] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-10T20:28:29.398222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:29.398255] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:29.398280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:29.398336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:29.455178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:29.456051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:29.456151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:29.456182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:29.575242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:29.575397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:29.575435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:29.575463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:29.578833] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-12-10T20:28:29.579112] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-10T20:28:29.579254] [INFO ] [sig       ] MAXI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:29.724077] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MAXI.txt
[2025-12-10T20:28:29.724233] [INFO ] [sig       ] [2020/3612] Completed MAXI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.2m
[2025-12-10T20:28:29.724274] [INFO ] [sig       ] [2021/3612] Forecasting MAXN...
[2025-12-10T20:28:29.724302] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-10T20:28:29.724331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-10T20:28:29.735959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-10T20:28:29.736294] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-10T20:28:29.737066] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-10T20:28:29.737117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:29.737147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:29.737172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:29.737226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:29.793430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:29.794314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:29.794396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:29.794428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:29.905585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:29.905742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:29.905779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:29.905806] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:29.909125] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-10T20:28:29.909399] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-10T20:28:29.909519] [INFO ] [sig       ] MAXN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:30.049726] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MAXN.txt
[2025-12-10T20:28:30.049876] [INFO ] [sig       ] [2021/3612] Completed MAXN in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.2m
[2025-12-10T20:28:30.049915] [INFO ] [sig       ] [2022/3612] Forecasting MBB...
[2025-12-10T20:28:30.049943] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-10T20:28:30.049971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-10T20:28:30.061482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-10T20:28:30.061853] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-10T20:28:30.062823] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-10T20:28:30.062873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:30.062902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:30.062936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:30.062990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:30.119823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:30.120699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:30.120812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:30.120845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:30.242080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:30.242234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:30.242273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:30.242300] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:30.246145] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-10T20:28:30.246631] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-10T20:28:30.246749] [INFO ] [sig       ] MBB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:30.384678] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MBB.txt
[2025-12-10T20:28:30.384785] [INFO ] [sig       ] [2022/3612] Completed MBB in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.2m
[2025-12-10T20:28:30.384823] [INFO ] [sig       ] [2023/3612] Forecasting MBC...
[2025-12-10T20:28:30.384851] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-10T20:28:30.384880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-10T20:28:30.396435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-10T20:28:30.396727] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-10T20:28:30.397492] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-10T20:28:30.397542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:30.397590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:30.397620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:30.397675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:30.453803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:30.454473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:30.454551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:30.454599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:30.572934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:30.573081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:30.573119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:30.573146] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:30.576397] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-12-10T20:28:30.576685] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-10T20:28:30.576802] [INFO ] [sig       ] MBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:30.716768] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MBC.txt
[2025-12-10T20:28:30.716919] [INFO ] [sig       ] [2023/3612] Completed MBC in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.2m
[2025-12-10T20:28:30.716968] [INFO ] [sig       ] [2024/3612] Forecasting MBCN...
[2025-12-10T20:28:30.716999] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-10T20:28:30.717037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-10T20:28:30.727351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-10T20:28:30.727637] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-10T20:28:30.728597] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-10T20:28:30.728649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:30.728681] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:30.728708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:30.728764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:30.786691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:30.787473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:30.787556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:30.787609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:30.880786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:30.880931] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:28:30.880968] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:30.880994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:30.884228] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-10T20:28:30.884505] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-10T20:28:30.884644] [INFO ] [sig       ] MBCN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:31.028264] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MBCN.txt
[2025-12-10T20:28:31.028389] [INFO ] [sig       ] [2024/3612] Completed MBCN in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 9.2m
[2025-12-10T20:28:31.028428] [INFO ] [sig       ] [2025/3612] Forecasting MBI...
[2025-12-10T20:28:31.028457] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-10T20:28:31.028486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-10T20:28:31.040904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-10T20:28:31.041168] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-10T20:28:31.041926] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-10T20:28:31.041974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:31.042005] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:31.042031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:31.042085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:31.102606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:31.103210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:31.103289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:31.103322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:31.225792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:31.225944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:31.225985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:31.226014] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:31.229658] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-10T20:28:31.229933] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-10T20:28:31.230071] [INFO ] [sig       ] MBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:31.371712] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MBI.txt
[2025-12-10T20:28:31.371851] [INFO ] [sig       ] [2025/3612] Completed MBI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:31.371892] [INFO ] [sig       ] [2026/3612] Forecasting MBIN...
[2025-12-10T20:28:31.371921] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-10T20:28:31.371949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-10T20:28:31.383238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-10T20:28:31.383737] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-10T20:28:31.384693] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-10T20:28:31.384742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:31.384773] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:31.384800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:31.384854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:31.441959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:31.442794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:31.442873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:31.442904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:31.560343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:31.560475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:31.560511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:31.560538] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:31.563898] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=46.24%)
[2025-12-10T20:28:31.564158] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-10T20:28:31.564274] [INFO ] [sig       ] MBIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:31.706710] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MBIN.txt
[2025-12-10T20:28:31.706838] [INFO ] [sig       ] [2026/3612] Completed MBIN in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:31.706876] [INFO ] [sig       ] [2027/3612] Forecasting MBIO...
[2025-12-10T20:28:31.706904] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-10T20:28:31.706932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-10T20:28:31.719288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-10T20:28:31.719613] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-10T20:28:31.720371] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-10T20:28:31.720423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:31.720455] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:31.720483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:31.720541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:31.778873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:31.779828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:31.779906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:31.779939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:31.901828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:31.901973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:31.902028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:31.902055] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:31.905324] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-10T20:28:31.905601] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-10T20:28:31.905720] [INFO ] [sig       ] MBIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:32.047615] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MBIO.txt
[2025-12-10T20:28:32.047780] [INFO ] [sig       ] [2027/3612] Completed MBIO in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:32.047824] [INFO ] [sig       ] [2028/3612] Forecasting MBLY...
[2025-12-10T20:28:32.047853] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-10T20:28:32.047882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-10T20:28:32.059990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-10T20:28:32.060304] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-10T20:28:32.061257] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-10T20:28:32.061308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:32.061340] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:32.061554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:32.061640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:32.121210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:32.121853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:32.121929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:32.121961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:32.239804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:32.239945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:32.239982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:32.240010] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:32.243266] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-10T20:28:32.243534] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-10T20:28:32.243672] [INFO ] [sig       ] MBLY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:32.380466] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MBLY.txt
[2025-12-10T20:28:32.380601] [INFO ] [sig       ] [2028/3612] Completed MBLY in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:32.380640] [INFO ] [sig       ] [2029/3612] Forecasting MBS...
[2025-12-10T20:28:32.380669] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-10T20:28:32.380697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-10T20:28:32.391676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-10T20:28:32.391946] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-10T20:28:32.392698] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-10T20:28:32.392746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:32.392802] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:32.392828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:32.392888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:32.449121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:32.449777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:32.449853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:32.449884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:32.564155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:32.564304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:32.564344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:32.564371] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:32.567910] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-10T20:28:32.568196] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-10T20:28:32.568341] [INFO ] [sig       ] MBS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:32.711228] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MBS.txt
[2025-12-10T20:28:32.711409] [INFO ] [sig       ] [2029/3612] Completed MBS in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:32.711450] [INFO ] [sig       ] [2030/3612] Forecasting MBWM...
[2025-12-10T20:28:32.711481] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-10T20:28:32.711511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-10T20:28:32.723815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-10T20:28:32.724173] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-10T20:28:32.725070] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-10T20:28:32.725125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:32.725165] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:32.725192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:32.725248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:32.785280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:32.786163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:32.786247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:32.786288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:32.906180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:32.906335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:32.906382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:32.906418] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:32.909813] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-10T20:28:32.910083] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-10T20:28:32.910205] [INFO ] [sig       ] MBWM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:33.051490] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MBWM.txt
[2025-12-10T20:28:33.051656] [INFO ] [sig       ] [2030/3612] Completed MBWM in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:33.051696] [INFO ] [sig       ] [2031/3612] Forecasting MBX...
[2025-12-10T20:28:33.051726] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-10T20:28:33.051755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-10T20:28:33.064159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-10T20:28:33.064477] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-10T20:28:33.065235] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-10T20:28:33.065284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:33.065327] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:33.065354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:33.065408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:33.121059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:33.121809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:33.121887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:33.121919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:33.244264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:33.244414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:33.244452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:33.244478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:33.247804] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-10T20:28:33.248082] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-10T20:28:33.248202] [INFO ] [sig       ] MBX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:33.387764] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MBX.txt
[2025-12-10T20:28:33.387896] [INFO ] [sig       ] [2031/3612] Completed MBX in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:33.387940] [INFO ] [sig       ] [2032/3612] Forecasting MC...
[2025-12-10T20:28:33.387968] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-10T20:28:33.387998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-10T20:28:33.399431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-10T20:28:33.399988] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-10T20:28:33.400963] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-10T20:28:33.401013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:33.401043] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:33.401068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:33.401121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:33.459823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:33.460554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:33.460848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:33.460880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:33.582971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:33.583118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:33.583156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:33.583210] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:33.586749] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-10T20:28:33.587021] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-10T20:28:33.587142] [INFO ] [sig       ] MC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:33.734189] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MC.txt
[2025-12-10T20:28:33.734347] [INFO ] [sig       ] [2032/3612] Completed MC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:33.734385] [INFO ] [sig       ] [2033/3612] Forecasting MCBS...
[2025-12-10T20:28:33.734415] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-10T20:28:33.734443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-10T20:28:33.745833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-10T20:28:33.746199] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-10T20:28:33.747006] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-10T20:28:33.747056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:33.747087] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:33.747113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:33.747168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:33.804255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:33.805120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:33.805206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:33.805237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:33.927022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:33.927164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:33.927202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:33.927228] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:33.930705] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-12-10T20:28:33.930972] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-10T20:28:33.931094] [INFO ] [sig       ] MCBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:34.070530] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCBS.txt
[2025-12-10T20:28:34.070664] [INFO ] [sig       ] [2033/3612] Completed MCBS in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:34.070704] [INFO ] [sig       ] [2034/3612] Forecasting MCHI...
[2025-12-10T20:28:34.070731] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-10T20:28:34.070759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-10T20:28:34.081554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-10T20:28:34.081884] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-10T20:28:34.082791] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-10T20:28:34.082843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:34.082875] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:34.082900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:34.082955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:34.140115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:34.140965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:34.141047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:34.141081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:34.269335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:34.269478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:34.269516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:34.269546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:34.272930] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2025-12-10T20:28:34.273209] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-10T20:28:34.273332] [INFO ] [sig       ] MCHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:34.420200] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MCHI.txt
[2025-12-10T20:28:34.420334] [INFO ] [sig       ] [2034/3612] Completed MCHI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:34.420371] [INFO ] [sig       ] [2035/3612] Forecasting MCHP...
[2025-12-10T20:28:34.420407] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-10T20:28:34.420441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-10T20:28:34.431602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-10T20:28:34.431916] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-10T20:28:34.432676] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-10T20:28:34.432725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:34.432755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:34.432781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:34.432836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:34.490502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:34.491124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:34.491199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:34.491230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:34.611613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:34.611755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:34.611792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:34.611819] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:34.615072] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-12-10T20:28:34.615338] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-10T20:28:34.615457] [INFO ] [sig       ] MCHP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:34.760764] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCHP.txt
[2025-12-10T20:28:34.760924] [INFO ] [sig       ] [2035/3612] Completed MCHP in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.2m
[2025-12-10T20:28:34.760962] [INFO ] [sig       ] [2036/3612] Forecasting MCHX...
[2025-12-10T20:28:34.760990] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-10T20:28:34.761017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-10T20:28:34.773991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-10T20:28:34.774376] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-10T20:28:34.775370] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-10T20:28:34.775420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:34.775451] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:34.775477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:34.775536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:34.835146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:34.836206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:34.836286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:34.836322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:34.942652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:34.942800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:34.942838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:34.942866] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:34.946236] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-10T20:28:34.946542] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-10T20:28:34.946686] [INFO ] [sig       ] MCHX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:35.085457] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCHX.txt
[2025-12-10T20:28:35.085605] [INFO ] [sig       ] [2036/3612] Completed MCHX in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:35.085647] [INFO ] [sig       ] [2037/3612] Forecasting MCI...
[2025-12-10T20:28:35.085676] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-10T20:28:35.085704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-10T20:28:35.096427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-10T20:28:35.096735] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-10T20:28:35.097480] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-10T20:28:35.097530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:35.097560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:35.097604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:35.097659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:35.153121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:35.153927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:35.154006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:35.154037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:35.269561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:35.269729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:35.269769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:35.269796] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:35.273106] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-10T20:28:35.273423] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-10T20:28:35.273558] [INFO ] [sig       ] MCI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:35.420841] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCI.txt
[2025-12-10T20:28:35.420999] [INFO ] [sig       ] [2037/3612] Completed MCI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:35.421039] [INFO ] [sig       ] [2038/3612] Forecasting MCK...
[2025-12-10T20:28:35.421067] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-10T20:28:35.421095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-10T20:28:35.433060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-10T20:28:35.433440] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-10T20:28:35.434398] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-10T20:28:35.434448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:35.434478] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:35.434503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:35.434556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:35.495042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:35.496077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:35.496158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:35.496190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:35.623292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:35.623451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:35.623496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:35.623540] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:35.627351] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2025-12-10T20:28:35.627827] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-10T20:28:35.627952] [INFO ] [sig       ] MCK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:35.771946] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MCK.txt
[2025-12-10T20:28:35.772114] [INFO ] [sig       ] [2038/3612] Completed MCK in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:35.772169] [INFO ] [sig       ] [2039/3612] Forecasting MCN...
[2025-12-10T20:28:35.772203] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-10T20:28:35.772235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-10T20:28:35.783378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-10T20:28:35.783771] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-10T20:28:35.784602] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-10T20:28:35.784652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:35.784683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:35.784710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:35.784764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:35.842795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:35.843652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:35.843768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:35.843800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:35.966893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:35.967064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:35.967103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:35.967130] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:35.970740] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=68.01%)
[2025-12-10T20:28:35.971013] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-10T20:28:35.971136] [INFO ] [sig       ] MCN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:36.112967] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MCN.txt
[2025-12-10T20:28:36.113125] [INFO ] [sig       ] [2039/3612] Completed MCN in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:36.113166] [INFO ] [sig       ] [2040/3612] Forecasting MCO...
[2025-12-10T20:28:36.113194] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-10T20:28:36.113223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-10T20:28:36.124826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-10T20:28:36.125249] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-10T20:28:36.126090] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-10T20:28:36.126143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:36.126175] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:36.126201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:36.126256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:36.186168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:36.187050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:36.187148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:36.187200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:36.307148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:36.307294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:36.307332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:36.307359] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:36.310841] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-12-10T20:28:36.311149] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-10T20:28:36.311281] [INFO ] [sig       ] MCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:36.458911] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MCO.txt
[2025-12-10T20:28:36.459068] [INFO ] [sig       ] [2040/3612] Completed MCO in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:36.459108] [INFO ] [sig       ] [2041/3612] Forecasting MCRB...
[2025-12-10T20:28:36.459136] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-10T20:28:36.459163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-10T20:28:36.470258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-10T20:28:36.470599] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-10T20:28:36.471360] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-10T20:28:36.471411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:36.471442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:36.471468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:36.471523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:36.531934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:36.533010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:36.533104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:36.533137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:36.655835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:36.656009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:36.656049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:36.656077] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:36.660204] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-10T20:28:36.660514] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-10T20:28:36.660667] [INFO ] [sig       ] MCRB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:36.802412] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCRB.txt
[2025-12-10T20:28:36.802588] [INFO ] [sig       ] [2041/3612] Completed MCRB in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:36.802630] [INFO ] [sig       ] [2042/3612] Forecasting MCRI...
[2025-12-10T20:28:36.802659] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-10T20:28:36.802688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-10T20:28:36.813403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-10T20:28:36.813719] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-10T20:28:36.814474] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-10T20:28:36.814525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:36.814557] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:36.814602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:36.814669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:36.870608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:36.871254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:36.871331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:36.871364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:36.992457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:36.992618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:36.992657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:36.992686] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:36.996025] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-10T20:28:36.996309] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-10T20:28:36.996434] [INFO ] [sig       ] MCRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:37.134503] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCRI.txt
[2025-12-10T20:28:37.134675] [INFO ] [sig       ] [2042/3612] Completed MCRI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 9.1m
[2025-12-10T20:28:37.134719] [INFO ] [sig       ] [2043/3612] Forecasting MCS...
[2025-12-10T20:28:37.134749] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-10T20:28:37.134777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-10T20:28:37.148157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-10T20:28:37.148467] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-10T20:28:37.149446] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-10T20:28:37.149496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:37.149527] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:37.149552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:37.149824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:37.206238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:37.207010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:37.207088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:37.207119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:37.327110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:37.327254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:37.327292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:37.327319] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:37.330629] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-12-10T20:28:37.330910] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-10T20:28:37.331031] [INFO ] [sig       ] MCS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:37.470900] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCS.txt
[2025-12-10T20:28:37.471044] [INFO ] [sig       ] [2043/3612] Completed MCS in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:37.471085] [INFO ] [sig       ] [2044/3612] Forecasting MCY...
[2025-12-10T20:28:37.471118] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-10T20:28:37.471147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-10T20:28:37.483884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-10T20:28:37.484310] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-10T20:28:37.485118] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-10T20:28:37.485182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:37.485215] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:37.485241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:37.485297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:37.544044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:37.545099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:37.545190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:37.545221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:37.668564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:37.668728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:37.668765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:37.668792] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:37.672156] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2025-12-10T20:28:37.672426] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-10T20:28:37.672546] [INFO ] [sig       ] MCY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:37.814934] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MCY.txt
[2025-12-10T20:28:37.815071] [INFO ] [sig       ] [2044/3612] Completed MCY in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:37.815108] [INFO ] [sig       ] [2045/3612] Forecasting MD...
[2025-12-10T20:28:37.815137] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-10T20:28:37.815166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-10T20:28:37.826917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-10T20:28:37.827224] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-10T20:28:37.828067] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-10T20:28:37.828118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:37.828150] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:37.828176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:37.828230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:37.886474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:37.887247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:37.887328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:37.887360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:38.009963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:38.010115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:38.010154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:38.010183] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:38.013555] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2025-12-10T20:28:38.013843] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-10T20:28:38.013966] [INFO ] [sig       ] MD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:38.153192] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MD.txt
[2025-12-10T20:28:38.153342] [INFO ] [sig       ] [2045/3612] Completed MD in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:38.153385] [INFO ] [sig       ] [2046/3612] Forecasting MDAI...
[2025-12-10T20:28:38.153413] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-10T20:28:38.153442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-10T20:28:38.166896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-10T20:28:38.167283] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-10T20:28:38.168130] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-10T20:28:38.168181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:38.168241] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:38.168268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:38.168323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:38.232453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:38.233403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:38.233537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:38.233600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:38.360010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:38.360165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:38.360203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:38.360229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:38.363610] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-10T20:28:38.363904] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-10T20:28:38.364033] [INFO ] [sig       ] MDAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:38.517714] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MDAI.txt
[2025-12-10T20:28:38.517901] [INFO ] [sig       ] [2046/3612] Completed MDAI in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:38.517942] [INFO ] [sig       ] [2047/3612] Forecasting MDB...
[2025-12-10T20:28:38.517971] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-10T20:28:38.518000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-10T20:28:38.529682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-10T20:28:38.529947] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-10T20:28:38.530726] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-10T20:28:38.530776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:38.530807] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:38.530833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:38.530888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:38.587310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:38.587930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:38.588003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:38.588035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:38.713347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:38.713463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:38.713505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:38.713533] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:38.717126] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-10T20:28:38.717392] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-10T20:28:38.717514] [INFO ] [sig       ] MDB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:38.857005] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MDB.txt
[2025-12-10T20:28:38.857161] [INFO ] [sig       ] [2047/3612] Completed MDB in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:38.857200] [INFO ] [sig       ] [2048/3612] Forecasting MDGL...
[2025-12-10T20:28:38.857229] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-10T20:28:38.857258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-10T20:28:38.868667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-10T20:28:38.869094] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-10T20:28:38.870055] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-10T20:28:38.870105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:38.870136] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:38.870163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:38.870218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:38.928172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:38.928785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:38.928859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:38.928890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:39.044793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:39.044906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:39.044940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:39.044967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:39.048149] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-10T20:28:39.048425] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-10T20:28:39.048566] [INFO ] [sig       ] MDGL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:39.187677] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MDGL.txt
[2025-12-10T20:28:39.187800] [INFO ] [sig       ] [2048/3612] Completed MDGL in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:39.187838] [INFO ] [sig       ] [2049/3612] Forecasting MDLZ...
[2025-12-10T20:28:39.187866] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-10T20:28:39.187893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-10T20:28:39.198550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-10T20:28:39.198826] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-10T20:28:39.199561] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-10T20:28:39.199633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:39.199664] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:39.199689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:39.199744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:39.256241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:39.256846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:39.256924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:39.256954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:39.378078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:39.378183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:39.378217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:39.378273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:39.381732] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-10T20:28:39.382005] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-10T20:28:39.382121] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:39.524592] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MDLZ.txt
[2025-12-10T20:28:39.524700] [INFO ] [sig       ] [2049/3612] Completed MDLZ in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:39.524737] [INFO ] [sig       ] [2050/3612] Forecasting MDWD...
[2025-12-10T20:28:39.524765] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-10T20:28:39.524794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-10T20:28:39.535529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-10T20:28:39.535808] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-10T20:28:39.536542] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-10T20:28:39.536616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:39.536648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:39.536674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:39.536730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:39.593831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:39.594411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:39.594486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:39.594516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:39.708682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:39.708782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:39.708817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:39.708843] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:39.712089] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-10T20:28:39.712350] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-10T20:28:39.712466] [INFO ] [sig       ] MDWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:39.851299] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MDWD.txt
[2025-12-10T20:28:39.851399] [INFO ] [sig       ] [2050/3612] Completed MDWD in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:39.851436] [INFO ] [sig       ] [2051/3612] Forecasting MDXG...
[2025-12-10T20:28:39.851464] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-10T20:28:39.851491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-10T20:28:39.862424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-10T20:28:39.862875] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-10T20:28:39.863829] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-10T20:28:39.863878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:39.863908] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:39.863934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:39.863990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:39.922800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:39.923459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:39.923548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:39.923613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:40.065860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:40.066035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:40.066081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:40.066115] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:40.070421] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-10T20:28:40.070744] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-10T20:28:40.070888] [INFO ] [sig       ] MDXG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:40.230047] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MDXG.txt
[2025-12-10T20:28:40.230179] [INFO ] [sig       ] [2051/3612] Completed MDXG in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:40.230216] [INFO ] [sig       ] [2052/3612] Forecasting MDXH...
[2025-12-10T20:28:40.230244] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-10T20:28:40.230273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-10T20:28:40.241502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-10T20:28:40.241777] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-10T20:28:40.242517] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-10T20:28:40.242585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:40.242619] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:40.242645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:40.242700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:40.299806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:40.300408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:40.300482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:40.300513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:40.415480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:40.415643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:40.415682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:40.415710] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:40.418997] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-12-10T20:28:40.419262] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-10T20:28:40.419377] [INFO ] [sig       ] MDXH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:40.557925] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MDXH.txt
[2025-12-10T20:28:40.558037] [INFO ] [sig       ] [2052/3612] Completed MDXH in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.1m
[2025-12-10T20:28:40.558074] [INFO ] [sig       ] [2053/3612] Forecasting MEC...
[2025-12-10T20:28:40.558102] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-10T20:28:40.558130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-10T20:28:40.569082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-10T20:28:40.569351] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-10T20:28:40.570113] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-10T20:28:40.570163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:40.570194] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:40.570220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:40.570275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:40.625789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:40.626401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:40.626475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:40.626507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:40.742889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:40.743012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:40.743047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:40.743074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:40.746424] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-12-10T20:28:40.746715] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-10T20:28:40.746840] [INFO ] [sig       ] MEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:40.890238] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MEC.txt
[2025-12-10T20:28:40.890348] [INFO ] [sig       ] [2053/3612] Completed MEC in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:40.890385] [INFO ] [sig       ] [2054/3612] Forecasting MED...
[2025-12-10T20:28:40.890413] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-10T20:28:40.890440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-10T20:28:40.902276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-10T20:28:40.902534] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-10T20:28:40.903278] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-10T20:28:40.903328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:40.903358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:40.903383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:40.903438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:40.961484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:40.962279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:40.962353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:40.962384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:41.082912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:41.083043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:41.083079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:41.083106] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:41.086317] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-10T20:28:41.086602] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-10T20:28:41.086722] [INFO ] [sig       ] MED: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:41.224156] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MED.txt
[2025-12-10T20:28:41.224273] [INFO ] [sig       ] [2054/3612] Completed MED in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:41.224310] [INFO ] [sig       ] [2055/3612] Forecasting MEDP...
[2025-12-10T20:28:41.224338] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-10T20:28:41.224366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-10T20:28:41.235273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-10T20:28:41.235542] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-10T20:28:41.236293] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-10T20:28:41.236342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:41.236382] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:41.236409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:41.236463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:41.291662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:41.292265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:41.292338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:41.292369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:41.411614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:41.411744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:41.411780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:41.411806] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:41.415003] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-10T20:28:41.415267] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-10T20:28:41.415383] [INFO ] [sig       ] MEDP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:41.557993] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MEDP.txt
[2025-12-10T20:28:41.558110] [INFO ] [sig       ] [2055/3612] Completed MEDP in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:41.558148] [INFO ] [sig       ] [2056/3612] Forecasting MEG...
[2025-12-10T20:28:41.558175] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-10T20:28:41.558202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-10T20:28:41.570060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-10T20:28:41.570369] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-10T20:28:41.571149] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-10T20:28:41.571199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:41.571229] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:41.571256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:41.571312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:41.630774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:41.631395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:41.631495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:41.631527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:41.751294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:41.751439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:41.751476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:41.751503] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:41.754794] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-10T20:28:41.755086] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-10T20:28:41.755212] [INFO ] [sig       ] MEG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:41.914650] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MEG.txt
[2025-12-10T20:28:41.914792] [INFO ] [sig       ] [2056/3612] Completed MEG in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:41.914840] [INFO ] [sig       ] [2057/3612] Forecasting MEGI...
[2025-12-10T20:28:41.914869] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-10T20:28:41.914896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-10T20:28:41.926163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-10T20:28:41.926456] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-10T20:28:41.927240] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-10T20:28:41.927291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:41.927322] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:41.927348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:41.927402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:41.985882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:41.986641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:41.986722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:41.986754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:42.114606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:42.114798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:42.114840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:42.114869] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:42.118645] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-10T20:28:42.118925] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-10T20:28:42.119051] [INFO ] [sig       ] MEGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:42.265705] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MEGI.txt
[2025-12-10T20:28:42.266023] [INFO ] [sig       ] [2057/3612] Completed MEGI in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:42.266061] [INFO ] [sig       ] [2058/3612] Forecasting MEGL...
[2025-12-10T20:28:42.266090] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-10T20:28:42.266118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-10T20:28:42.278082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-12-10T20:28:42.278387] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-10T20:28:42.279363] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-10T20:28:42.279412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:42.279442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:42.279467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:42.279526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:42.338663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:42.339335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:42.339413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:42.339444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:42.452734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:42.452885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:42.452923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:42.452950] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:42.456458] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-10T20:28:42.456938] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-10T20:28:42.457058] [INFO ] [sig       ] MEGL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:42.598169] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MEGL.txt
[2025-12-10T20:28:42.598318] [INFO ] [sig       ] [2058/3612] Completed MEGL in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:42.598367] [INFO ] [sig       ] [2059/3612] Forecasting MEI...
[2025-12-10T20:28:42.598397] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-10T20:28:42.598427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-10T20:28:42.611072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-10T20:28:42.611369] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-10T20:28:42.612132] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-10T20:28:42.612181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:42.612212] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:42.612238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:42.612292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:42.669597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:42.670361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:42.670439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:42.670473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:42.795298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:42.795452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:42.795490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:42.795519] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:42.798996] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-10T20:28:42.799324] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-10T20:28:42.799456] [INFO ] [sig       ] MEI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:42.938559] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MEI.txt
[2025-12-10T20:28:42.938729] [INFO ] [sig       ] [2059/3612] Completed MEI in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 9.0m
[2025-12-10T20:28:42.938768] [INFO ] [sig       ] [2060/3612] Forecasting MELI...
[2025-12-10T20:28:42.938797] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-10T20:28:42.938825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-10T20:28:42.950350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-10T20:28:42.950652] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-10T20:28:42.951398] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-10T20:28:42.951448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:42.951479] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:42.951505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:42.951560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:43.010019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:43.010760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:43.010837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:43.010870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:43.134715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:43.134859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:43.134897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:43.134926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:43.138266] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-10T20:28:43.138556] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-10T20:28:43.138715] [INFO ] [sig       ] MELI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:43.285692] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MELI.txt
[2025-12-10T20:28:43.286015] [INFO ] [sig       ] [2060/3612] Completed MELI in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:43.286054] [INFO ] [sig       ] [2061/3612] Forecasting MEOH...
[2025-12-10T20:28:43.286082] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-10T20:28:43.286109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-10T20:28:43.298250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-10T20:28:43.298541] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-10T20:28:43.299297] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-10T20:28:43.299347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:43.299379] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:43.299406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:43.299460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:43.358760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:43.359532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:43.359633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:43.359666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:43.485827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:43.486022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:43.486072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:43.486105] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:43.489536] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-10T20:28:43.489839] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-10T20:28:43.489959] [INFO ] [sig       ] MEOH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:43.634954] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MEOH.txt
[2025-12-10T20:28:43.635186] [INFO ] [sig       ] [2061/3612] Completed MEOH in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:43.635244] [INFO ] [sig       ] [2062/3612] Forecasting MERC...
[2025-12-10T20:28:43.635284] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-10T20:28:43.635322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-10T20:28:43.651353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-10T20:28:43.651822] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-10T20:28:43.652993] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-10T20:28:43.653059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:43.653112] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:43.653158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:43.653247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:43.717862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:43.718716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:43.718796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:43.718829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:43.845870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:43.846040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:43.846090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:43.846147] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:43.850064] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-10T20:28:43.850351] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-10T20:28:43.850481] [INFO ] [sig       ] MERC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:44.014101] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MERC.txt
[2025-12-10T20:28:44.014226] [INFO ] [sig       ] [2062/3612] Completed MERC in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:44.014263] [INFO ] [sig       ] [2063/3612] Forecasting META...
[2025-12-10T20:28:44.014293] [INFO ] [sig       ] Generating forecast for: META
[2025-12-10T20:28:44.014322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-10T20:28:44.025292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-10T20:28:44.025554] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-10T20:28:44.026316] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-10T20:28:44.026366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:44.026443] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:44.026471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:44.026528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:44.083218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:44.083892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:44.083967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:44.083999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:44.226371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:44.226516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:44.226554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:44.226599] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:44.229886] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-10T20:28:44.230157] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-10T20:28:44.230275] [INFO ] [sig       ] META: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:44.372194] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/META.txt
[2025-12-10T20:28:44.372320] [INFO ] [sig       ] [2063/3612] Completed META in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:44.372359] [INFO ] [sig       ] [2064/3612] Forecasting METC...
[2025-12-10T20:28:44.372387] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-10T20:28:44.372414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-10T20:28:44.383950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-10T20:28:44.384226] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-10T20:28:44.385015] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-10T20:28:44.385066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:44.385097] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:44.385123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:44.385178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:44.445465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:44.446296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:44.446384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:44.446416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:44.563584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:44.563735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:44.563776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:44.563804] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:44.567506] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-10T20:28:44.567819] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-10T20:28:44.567941] [INFO ] [sig       ] METC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:44.713869] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/METC.txt
[2025-12-10T20:28:44.714006] [INFO ] [sig       ] [2064/3612] Completed METC in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:44.714043] [INFO ] [sig       ] [2065/3612] Forecasting METCB...
[2025-12-10T20:28:44.714072] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-10T20:28:44.714101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-10T20:28:44.725791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-10T20:28:44.726214] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-10T20:28:44.726991] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-10T20:28:44.727040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:44.727078] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:44.727106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:44.727160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:44.788624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:44.789394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:44.789468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:44.789501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:44.923062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:44.923212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:44.923251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:44.923280] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:44.927052] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2025-12-10T20:28:44.927325] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-10T20:28:44.927449] [INFO ] [sig       ] METCB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:45.095252] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/METCB.txt
[2025-12-10T20:28:45.095386] [INFO ] [sig       ] [2065/3612] Completed METCB in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:45.095425] [INFO ] [sig       ] [2066/3612] Forecasting METD...
[2025-12-10T20:28:45.095453] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-10T20:28:45.095482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-10T20:28:45.107371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-10T20:28:45.107709] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-10T20:28:45.108496] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-10T20:28:45.108545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:45.108613] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:45.108644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:45.108700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:45.167620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:45.168375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:45.168456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:45.168488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:45.295422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:45.295637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:45.295688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:45.295753] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:45.299443] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-10T20:28:45.299775] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-10T20:28:45.299896] [INFO ] [sig       ] METD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:45.444080] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/METD.txt
[2025-12-10T20:28:45.444212] [INFO ] [sig       ] [2066/3612] Completed METD in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:45.444250] [INFO ] [sig       ] [2067/3612] Forecasting MFA...
[2025-12-10T20:28:45.444278] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-10T20:28:45.444307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-10T20:28:45.456084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-10T20:28:45.456385] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-10T20:28:45.457199] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-10T20:28:45.457250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:45.457282] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:45.457307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:45.457362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:45.517098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:45.517908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:45.517989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:45.518020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:45.643594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:45.643745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:45.643784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:45.643812] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:45.647597] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-12-10T20:28:45.647900] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-10T20:28:45.648033] [INFO ] [sig       ] MFA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:45.791940] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MFA.txt
[2025-12-10T20:28:45.792077] [INFO ] [sig       ] [2067/3612] Completed MFA in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:45.792118] [INFO ] [sig       ] [2068/3612] Forecasting MFC...
[2025-12-10T20:28:45.792148] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-10T20:28:45.792178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-10T20:28:45.804702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-10T20:28:45.804997] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-10T20:28:45.805809] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-10T20:28:45.805861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:45.805892] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:45.805920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:45.805976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:45.865954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:45.866606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:45.866682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:45.866713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:45.995284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:45.995449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:45.995489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:45.995518] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:45.999228] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-10T20:28:45.999510] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-10T20:28:45.999648] [INFO ] [sig       ] MFC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:46.141139] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MFC.txt
[2025-12-10T20:28:46.141264] [INFO ] [sig       ] [2068/3612] Completed MFC in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:46.141303] [INFO ] [sig       ] [2069/3612] Forecasting MFG...
[2025-12-10T20:28:46.141330] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-10T20:28:46.141359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-10T20:28:46.153979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-10T20:28:46.154304] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-10T20:28:46.155217] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-10T20:28:46.155267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:46.155297] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:46.155324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:46.155378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:46.211861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:46.212664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:46.212758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:46.212792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:46.334838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:46.334983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:46.335020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:46.335047] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:46.338346] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-10T20:28:46.338633] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-10T20:28:46.338757] [INFO ] [sig       ] MFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:46.486771] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MFG.txt
[2025-12-10T20:28:46.487098] [INFO ] [sig       ] [2069/3612] Completed MFG in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 9.0m
[2025-12-10T20:28:46.487137] [INFO ] [sig       ] [2070/3612] Forecasting MFI...
[2025-12-10T20:28:46.487164] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-10T20:28:46.487198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-10T20:28:46.501409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-10T20:28:46.501919] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-10T20:28:46.502777] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-10T20:28:46.502829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:46.502861] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:46.502887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:46.502941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:46.563519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:46.564627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:46.564734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:46.564951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:46.688504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:46.688680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:46.688722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:46.688751] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:46.692150] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-10T20:28:46.692428] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-10T20:28:46.692553] [INFO ] [sig       ] MFI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:46.844412] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MFI.txt
[2025-12-10T20:28:46.844614] [INFO ] [sig       ] [2070/3612] Completed MFI in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:46.844669] [INFO ] [sig       ] [2071/3612] Forecasting MFIC...
[2025-12-10T20:28:46.844703] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-10T20:28:46.844732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-10T20:28:46.857464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-10T20:28:46.857829] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-10T20:28:46.858597] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-10T20:28:46.858647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:46.858678] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:46.858703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:46.858757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:46.915799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:46.916745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:46.916844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:46.916890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:47.037845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:47.037994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:47.038032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:47.038059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:47.041357] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-10T20:28:47.041647] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-10T20:28:47.041767] [INFO ] [sig       ] MFIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:47.189837] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MFIC.txt
[2025-12-10T20:28:47.189964] [INFO ] [sig       ] [2071/3612] Completed MFIC in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:47.190002] [INFO ] [sig       ] [2072/3612] Forecasting MFIN...
[2025-12-10T20:28:47.190030] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-10T20:28:47.190059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-10T20:28:47.202451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-10T20:28:47.203020] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-10T20:28:47.203812] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-10T20:28:47.203861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:47.203892] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:47.203918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:47.203972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:47.264435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:47.265296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:47.265380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:47.265413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:47.389902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:47.390060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:47.390099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:47.390125] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:47.393400] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-10T20:28:47.393703] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-10T20:28:47.393830] [INFO ] [sig       ] MFIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:47.545349] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MFIN.txt
[2025-12-10T20:28:47.545478] [INFO ] [sig       ] [2072/3612] Completed MFIN in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:47.545516] [INFO ] [sig       ] [2073/3612] Forecasting MFM...
[2025-12-10T20:28:47.545545] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-10T20:28:47.545590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-10T20:28:47.557829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-10T20:28:47.558090] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-10T20:28:47.558854] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-10T20:28:47.558904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:47.558934] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:47.558960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:47.559015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:47.617469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:47.618354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:47.618456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:47.618487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:47.741246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:47.741391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:47.741430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:47.741476] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:47.745165] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-10T20:28:47.745449] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-10T20:28:47.745568] [INFO ] [sig       ] MFM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:47.889439] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MFM.txt
[2025-12-10T20:28:47.889612] [INFO ] [sig       ] [2073/3612] Completed MFM in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:47.889654] [INFO ] [sig       ] [2074/3612] Forecasting MG...
[2025-12-10T20:28:47.889684] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-10T20:28:47.889712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-10T20:28:47.901089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-10T20:28:47.901428] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-10T20:28:47.902222] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-10T20:28:47.902272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:47.902302] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:47.902328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:47.902381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:47.959707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:47.960550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:47.960649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:47.960682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:48.083652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:48.083810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:48.083857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:48.083886] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:48.087434] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-10T20:28:48.087766] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-10T20:28:48.087899] [INFO ] [sig       ] MG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:48.238465] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MG.txt
[2025-12-10T20:28:48.238658] [INFO ] [sig       ] [2074/3612] Completed MG in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:48.238706] [INFO ] [sig       ] [2075/3612] Forecasting MGA...
[2025-12-10T20:28:48.238735] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-10T20:28:48.238764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-10T20:28:48.251806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-10T20:28:48.252176] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-10T20:28:48.252954] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-10T20:28:48.253006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:48.253048] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:48.253083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:48.253155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:48.312123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:48.313004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:48.313089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:48.313121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:48.436969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:48.437118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:48.437156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:48.437186] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:48.440543] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-10T20:28:48.440859] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-10T20:28:48.440978] [INFO ] [sig       ] MGA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:48.582051] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MGA.txt
[2025-12-10T20:28:48.582185] [INFO ] [sig       ] [2075/3612] Completed MGA in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:48.582225] [INFO ] [sig       ] [2076/3612] Forecasting MGEE...
[2025-12-10T20:28:48.582253] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-10T20:28:48.582283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-10T20:28:48.593551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-10T20:28:48.593845] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-10T20:28:48.594608] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-10T20:28:48.594659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:48.594690] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:48.594715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:48.594771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:48.651430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:48.652185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:48.652268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:48.652300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:48.770750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:48.770903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:48.770941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:48.770971] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:48.774338] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-10T20:28:48.774624] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-10T20:28:48.774748] [INFO ] [sig       ] MGEE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:48.913532] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MGEE.txt
[2025-12-10T20:28:48.913687] [INFO ] [sig       ] [2076/3612] Completed MGEE in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.9m
[2025-12-10T20:28:48.913726] [INFO ] [sig       ] [2077/3612] Forecasting MGIC...
[2025-12-10T20:28:48.913754] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-10T20:28:48.913782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-10T20:28:48.924704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-10T20:28:48.924999] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-10T20:28:48.925770] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-10T20:28:48.925819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:48.925850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:48.925876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:48.925942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:48.981412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:48.982020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:48.982094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:48.982124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:49.102018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:49.102173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:49.102212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:49.102240] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:49.105683] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-10T20:28:49.105989] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-10T20:28:49.106122] [INFO ] [sig       ] MGIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:49.250636] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MGIC.txt
[2025-12-10T20:28:49.250794] [INFO ] [sig       ] [2077/3612] Completed MGIC in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:49.250834] [INFO ] [sig       ] [2078/3612] Forecasting MGM...
[2025-12-10T20:28:49.250861] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-10T20:28:49.250890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-10T20:28:49.262892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-10T20:28:49.263278] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-10T20:28:49.264147] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-10T20:28:49.264199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:49.264230] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:49.264256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:49.264310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:49.342017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:49.343133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:49.343254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:49.343295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:49.504166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:49.504329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:49.504369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:49.504397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:49.508847] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-10T20:28:49.509343] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-10T20:28:49.509538] [INFO ] [sig       ] MGM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:49.689862] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MGM.txt
[2025-12-10T20:28:49.690095] [INFO ] [sig       ] [2078/3612] Completed MGM in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:49.690156] [INFO ] [sig       ] [2079/3612] Forecasting MGNI...
[2025-12-10T20:28:49.690197] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-10T20:28:49.690244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-10T20:28:49.707759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-10T20:28:49.708270] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-10T20:28:49.709659] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-10T20:28:49.709747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:49.709798] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:49.709842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:49.709932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:49.797515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:49.798662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:49.798772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:49.798810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:49.963826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:49.964026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:49.964092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:49.964142] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:49.969729] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-10T20:28:49.970277] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-10T20:28:49.970492] [INFO ] [sig       ] MGNI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:50.169636] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MGNI.txt
[2025-12-10T20:28:50.169805] [INFO ] [sig       ] [2079/3612] Completed MGNI in 0.5s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:50.169852] [INFO ] [sig       ] [2080/3612] Forecasting MGNX...
[2025-12-10T20:28:50.169882] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-10T20:28:50.169912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-10T20:28:50.182780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-10T20:28:50.183177] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-10T20:28:50.183999] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-10T20:28:50.184050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:50.184112] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:50.184138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:50.184200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:50.243836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:50.244745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:50.244826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:50.244858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:50.367486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:50.367628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:50.367671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:50.367701] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:50.371175] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-10T20:28:50.371471] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-10T20:28:50.371621] [INFO ] [sig       ] MGNX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:50.515397] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MGNX.txt
[2025-12-10T20:28:50.515550] [INFO ] [sig       ] [2080/3612] Completed MGNX in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:50.515607] [INFO ] [sig       ] [2081/3612] Forecasting MGPI...
[2025-12-10T20:28:50.515638] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-10T20:28:50.515668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-10T20:28:50.526748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-10T20:28:50.527068] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-10T20:28:50.527885] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-10T20:28:50.527936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:50.527966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:50.527992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:50.528047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:50.586548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:50.587397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:50.587481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:50.587512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:50.710136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:50.710284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:50.710323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:50.710351] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:50.713724] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-10T20:28:50.713999] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-10T20:28:50.714120] [INFO ] [sig       ] MGPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:50.865497] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MGPI.txt
[2025-12-10T20:28:50.865681] [INFO ] [sig       ] [2081/3612] Completed MGPI in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:50.865726] [INFO ] [sig       ] [2082/3612] Forecasting MGRC...
[2025-12-10T20:28:50.865755] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-10T20:28:50.865784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-10T20:28:50.878419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-10T20:28:50.878724] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-10T20:28:50.879489] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-10T20:28:50.879539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:50.879586] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:50.879639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:50.879708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:50.939093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:50.939953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:50.940038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:50.940071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:51.067088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:51.067259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:51.067305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:51.067348] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:51.071882] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-10T20:28:51.072258] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-10T20:28:51.072410] [INFO ] [sig       ] MGRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:51.245202] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MGRC.txt
[2025-12-10T20:28:51.245374] [INFO ] [sig       ] [2082/3612] Completed MGRC in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:51.245415] [INFO ] [sig       ] [2083/3612] Forecasting MGTX...
[2025-12-10T20:28:51.245448] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-10T20:28:51.245479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-10T20:28:51.260230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-10T20:28:51.260602] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-10T20:28:51.261377] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-10T20:28:51.261428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:51.261459] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:51.261485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:51.261540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:51.319627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:51.320674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:51.320755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:51.320787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:51.437946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:51.438111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:51.438149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:51.438215] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:51.442010] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2025-12-10T20:28:51.442499] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-10T20:28:51.442652] [INFO ] [sig       ] MGTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:51.586880] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MGTX.txt
[2025-12-10T20:28:51.587018] [INFO ] [sig       ] [2083/3612] Completed MGTX in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:51.587056] [INFO ] [sig       ] [2084/3612] Forecasting MGX...
[2025-12-10T20:28:51.587085] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-10T20:28:51.587114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-10T20:28:51.599834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-10T20:28:51.600251] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-10T20:28:51.601050] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-10T20:28:51.601101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:51.601131] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:51.601157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:51.601211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:51.657988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:51.658830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:51.658909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:51.658941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:51.781001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:51.781154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:51.781194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:51.781222] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:51.784998] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-10T20:28:51.785372] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-10T20:28:51.785519] [INFO ] [sig       ] MGX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:51.941012] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MGX.txt
[2025-12-10T20:28:51.941159] [INFO ] [sig       ] [2084/3612] Completed MGX in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:51.941196] [INFO ] [sig       ] [2085/3612] Forecasting MGY...
[2025-12-10T20:28:51.941225] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-10T20:28:51.941254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-10T20:28:51.953135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-10T20:28:51.953434] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-10T20:28:51.954198] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-10T20:28:51.954247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:51.954277] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:51.954302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:51.954357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:52.012801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:52.013642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:52.013741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:52.013780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:52.135104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:52.135263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:52.135301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:52.135330] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:52.138685] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-12-10T20:28:52.138996] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-10T20:28:52.139128] [INFO ] [sig       ] MGY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:52.282695] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MGY.txt
[2025-12-10T20:28:52.282838] [INFO ] [sig       ] [2085/3612] Completed MGY in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:52.282876] [INFO ] [sig       ] [2086/3612] Forecasting MHD...
[2025-12-10T20:28:52.283096] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-10T20:28:52.283126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-10T20:28:52.296279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-10T20:28:52.296648] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-10T20:28:52.297656] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-10T20:28:52.297707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:52.297758] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:52.297785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:52.297840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:52.356097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:52.356959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:52.357042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:52.357074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:52.472048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:52.472190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:52.472244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:52.472273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:52.475663] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-10T20:28:52.475930] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-10T20:28:52.476049] [INFO ] [sig       ] MHD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:52.616832] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MHD.txt
[2025-12-10T20:28:52.616982] [INFO ] [sig       ] [2086/3612] Completed MHD in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:52.617023] [INFO ] [sig       ] [2087/3612] Forecasting MHF...
[2025-12-10T20:28:52.617052] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-10T20:28:52.617082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-10T20:28:52.628591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-10T20:28:52.628958] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-10T20:28:52.629794] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-10T20:28:52.629846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:52.629878] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:52.629905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:52.629961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:52.689368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:52.690248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:52.690330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:52.690363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:52.810612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:52.810765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:52.810805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:52.810833] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:52.814183] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-10T20:28:52.814465] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-10T20:28:52.814612] [INFO ] [sig       ] MHF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:52.953738] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MHF.txt
[2025-12-10T20:28:52.953894] [INFO ] [sig       ] [2087/3612] Completed MHF in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.9m
[2025-12-10T20:28:52.953934] [INFO ] [sig       ] [2088/3612] Forecasting MHK...
[2025-12-10T20:28:52.953962] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-10T20:28:52.953991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-10T20:28:52.965318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-10T20:28:52.965616] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-10T20:28:52.966368] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-10T20:28:52.966417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:52.966446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:52.966472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:52.966526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:53.022445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:53.023347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:53.023432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:53.023464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:53.148180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:53.148325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:53.148364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:53.148391] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:53.151889] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-10T20:28:53.152167] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-10T20:28:53.152289] [INFO ] [sig       ] MHK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:53.292686] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MHK.txt
[2025-12-10T20:28:53.292821] [INFO ] [sig       ] [2088/3612] Completed MHK in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.8m
[2025-12-10T20:28:53.292860] [INFO ] [sig       ] [2089/3612] Forecasting MHN...
[2025-12-10T20:28:53.292887] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-10T20:28:53.292916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-10T20:28:53.304277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-10T20:28:53.304563] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-10T20:28:53.305343] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-10T20:28:53.305394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:53.305425] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:53.305452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:53.305508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:53.363670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:53.364475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:53.364554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:53.364602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:53.479065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:53.479218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:53.479255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:53.479282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:53.482811] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-10T20:28:53.483282] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-10T20:28:53.483400] [INFO ] [sig       ] MHN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:53.625763] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MHN.txt
[2025-12-10T20:28:53.625930] [INFO ] [sig       ] [2089/3612] Completed MHN in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.8m
[2025-12-10T20:28:53.625970] [INFO ] [sig       ] [2090/3612] Forecasting MHO...
[2025-12-10T20:28:53.625999] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-10T20:28:53.626028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-10T20:28:53.638042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-10T20:28:53.638396] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-10T20:28:53.639202] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-10T20:28:53.639252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:53.639320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:53.639350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:53.639405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:53.715103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:53.716042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:53.716159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:53.716192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:53.838341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:53.838488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:53.838525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:53.838552] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:53.841862] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-12-10T20:28:53.842134] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-10T20:28:53.842255] [INFO ] [sig       ] MHO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:53.979702] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MHO.txt
[2025-12-10T20:28:53.979852] [INFO ] [sig       ] [2090/3612] Completed MHO in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.8m
[2025-12-10T20:28:53.979897] [INFO ] [sig       ] [2091/3612] Forecasting MIDD...
[2025-12-10T20:28:53.979931] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-10T20:28:53.979966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-10T20:28:53.991418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-10T20:28:53.991779] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-10T20:28:53.992549] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-10T20:28:53.992623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:53.992656] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:53.992683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:53.992740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:54.052906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:54.053874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:54.053958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:54.053992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:54.176255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:54.176414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:54.176452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:54.176480] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:54.180040] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-10T20:28:54.180365] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-10T20:28:54.180507] [INFO ] [sig       ] MIDD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:54.338439] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MIDD.txt
[2025-12-10T20:28:54.338614] [INFO ] [sig       ] [2091/3612] Completed MIDD in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.8m
[2025-12-10T20:28:54.338655] [INFO ] [sig       ] [2092/3612] Forecasting MIGI...
[2025-12-10T20:28:54.338684] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-10T20:28:54.338712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-10T20:28:54.352746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-10T20:28:54.353309] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-10T20:28:54.354179] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-10T20:28:54.354231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:54.354263] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:54.354290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:54.354347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:54.412026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:54.412905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:54.412990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:54.413024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:54.537994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:54.538170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:54.538219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:54.538247] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:54.541709] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-12-10T20:28:54.542026] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-10T20:28:54.542156] [INFO ] [sig       ] MIGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:54.681650] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MIGI.txt
[2025-12-10T20:28:54.681788] [INFO ] [sig       ] [2092/3612] Completed MIGI in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.8m
[2025-12-10T20:28:54.681826] [INFO ] [sig       ] [2093/3612] Forecasting MILN...
[2025-12-10T20:28:54.681854] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-10T20:28:54.681881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-10T20:28:54.694134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-10T20:28:54.694437] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-10T20:28:54.695268] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-10T20:28:54.695320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:54.695352] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:54.695377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:54.695432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:54.753132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:54.754006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:54.754276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:54.754307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:54.863461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:54.863633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:54.863674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:54.863704] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:54.866942] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-10T20:28:54.867213] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-10T20:28:54.867335] [INFO ] [sig       ] MILN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:55.009111] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MILN.txt
[2025-12-10T20:28:55.009284] [INFO ] [sig       ] [2093/3612] Completed MILN in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.8m
[2025-12-10T20:28:55.009324] [INFO ] [sig       ] [2094/3612] Forecasting MIND...
[2025-12-10T20:28:55.009361] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-10T20:28:55.009392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-10T20:28:55.022484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-10T20:28:55.022844] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-10T20:28:55.023642] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-10T20:28:55.023702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:55.023740] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:55.023767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:55.023830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:55.082401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:55.083302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:55.083384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:55.083418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:55.211705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:55.211861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:55.211901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:55.211929] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:55.215652] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-10T20:28:55.215961] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-10T20:28:55.216087] [INFO ] [sig       ] MIND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:55.414375] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MIND.txt
[2025-12-10T20:28:55.414537] [INFO ] [sig       ] [2094/3612] Completed MIND in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:55.414597] [INFO ] [sig       ] [2095/3612] Forecasting MIRA...
[2025-12-10T20:28:55.414629] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-10T20:28:55.414659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-10T20:28:55.427868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-10T20:28:55.428223] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-10T20:28:55.428997] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-10T20:28:55.429047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:55.429077] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:55.429103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:55.429323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:55.487469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:55.488226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:55.488305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:55.488337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:55.608597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:55.608746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:55.608787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:55.608820] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:55.612154] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-10T20:28:55.612421] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-10T20:28:55.612540] [INFO ] [sig       ] MIRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:55.760216] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MIRA.txt
[2025-12-10T20:28:55.760347] [INFO ] [sig       ] [2095/3612] Completed MIRA in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:55.760385] [INFO ] [sig       ] [2096/3612] Forecasting MIRM...
[2025-12-10T20:28:55.760414] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-10T20:28:55.760442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-10T20:28:55.772488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-10T20:28:55.772817] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-10T20:28:55.773594] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-10T20:28:55.773646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:55.773679] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:55.773706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:55.773761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:55.833035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:55.833746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:55.833824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:55.833857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:55.953503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:55.953671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:55.953710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:55.953738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:55.957036] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-12-10T20:28:55.957302] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-10T20:28:55.957423] [INFO ] [sig       ] MIRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:56.103792] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MIRM.txt
[2025-12-10T20:28:56.103947] [INFO ] [sig       ] [2096/3612] Completed MIRM in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:56.103986] [INFO ] [sig       ] [2097/3612] Forecasting MITK...
[2025-12-10T20:28:56.104015] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-10T20:28:56.104044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-10T20:28:56.115522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-10T20:28:56.115955] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-10T20:28:56.116755] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-10T20:28:56.116811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:56.116880] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:56.116913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:56.116981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:56.175171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:56.176073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:56.176153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:56.176184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:56.298332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:56.298481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:56.298520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:56.298564] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:56.301899] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2025-12-10T20:28:56.302172] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-10T20:28:56.302291] [INFO ] [sig       ] MITK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:56.451979] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MITK.txt
[2025-12-10T20:28:56.452348] [INFO ] [sig       ] [2097/3612] Completed MITK in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:56.452389] [INFO ] [sig       ] [2098/3612] Forecasting MIY...
[2025-12-10T20:28:56.452419] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-10T20:28:56.452448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-10T20:28:56.464118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-10T20:28:56.464505] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-10T20:28:56.465318] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-10T20:28:56.465369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:56.465400] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:56.465426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:56.465482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:56.524882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:56.525760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:56.525843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:56.525876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:56.646856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:56.647012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:56.647052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:56.647081] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:56.650588] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-10T20:28:56.650858] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-10T20:28:56.650977] [INFO ] [sig       ] MIY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:56.795545] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MIY.txt
[2025-12-10T20:28:56.795687] [INFO ] [sig       ] [2098/3612] Completed MIY in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:56.795726] [INFO ] [sig       ] [2099/3612] Forecasting MKC...
[2025-12-10T20:28:56.795754] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-10T20:28:56.795782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-10T20:28:56.807017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-10T20:28:56.807406] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-10T20:28:56.808252] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-10T20:28:56.808303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:56.808334] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:56.808359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:56.808413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:56.864229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:56.865030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:56.865109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:56.865156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:56.981735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:56.981890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:56.981928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:56.981954] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:56.985263] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2025-12-10T20:28:56.985546] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-10T20:28:56.985688] [INFO ] [sig       ] MKC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:57.129094] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MKC.txt
[2025-12-10T20:28:57.129402] [INFO ] [sig       ] [2099/3612] Completed MKC in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:57.129440] [INFO ] [sig       ] [2100/3612] Forecasting MKL...
[2025-12-10T20:28:57.129469] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-10T20:28:57.129497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-10T20:28:57.141443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-10T20:28:57.141766] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-10T20:28:57.142515] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-10T20:28:57.142564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:57.142625] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:57.142651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:57.142705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:57.200743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:57.201349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:57.201423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:57.201454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:57.318525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:57.318690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:57.318727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:57.318782] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:57.322061] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2025-12-10T20:28:57.322330] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-10T20:28:57.322447] [INFO ] [sig       ] MKL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:57.463304] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MKL.txt
[2025-12-10T20:28:57.463421] [INFO ] [sig       ] [2100/3612] Completed MKL in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:57.463457] [INFO ] [sig       ] [2101/3612] Forecasting MKSI...
[2025-12-10T20:28:57.463486] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-10T20:28:57.463514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-10T20:28:57.476509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-10T20:28:57.476931] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-10T20:28:57.477764] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-10T20:28:57.477818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:57.477851] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:57.477893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:57.477950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:57.537260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:57.538245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:57.538336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:57.538367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:57.667093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:57.667271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:57.667317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:57.667345] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:57.671448] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-10T20:28:57.671769] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-10T20:28:57.671906] [INFO ] [sig       ] MKSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:57.818983] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MKSI.txt
[2025-12-10T20:28:57.819332] [INFO ] [sig       ] [2101/3612] Completed MKSI in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:57.819371] [INFO ] [sig       ] [2102/3612] Forecasting MKTX...
[2025-12-10T20:28:57.819400] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-10T20:28:57.819427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-10T20:28:57.831160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-10T20:28:57.831485] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-10T20:28:57.832280] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-10T20:28:57.832331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:57.832363] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:57.832389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:57.832446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:57.889017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:57.889662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:57.889738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:57.889772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:58.005986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:58.006151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:58.006191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:58.006219] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:58.009849] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-12-10T20:28:58.010133] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-10T20:28:58.010259] [INFO ] [sig       ] MKTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:58.152471] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MKTX.txt
[2025-12-10T20:28:58.152663] [INFO ] [sig       ] [2102/3612] Completed MKTX in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:58.152708] [INFO ] [sig       ] [2103/3612] Forecasting MLAB...
[2025-12-10T20:28:58.152739] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-10T20:28:58.152769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-10T20:28:58.164841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-10T20:28:58.165207] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-10T20:28:58.166041] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-10T20:28:58.166093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:58.166124] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:58.166150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:58.166205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:58.245006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:58.245997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:58.246287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:58.246326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:58.364772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:58.364917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:58.364955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:58.364981] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:58.368309] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-10T20:28:58.368595] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-10T20:28:58.368715] [INFO ] [sig       ] MLAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:58.508150] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MLAB.txt
[2025-12-10T20:28:58.508280] [INFO ] [sig       ] [2103/3612] Completed MLAB in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:58.508318] [INFO ] [sig       ] [2104/3612] Forecasting MLCO...
[2025-12-10T20:28:58.508347] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-10T20:28:58.508376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-10T20:28:58.518762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-10T20:28:58.519074] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-10T20:28:58.519844] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-10T20:28:58.519899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:58.519929] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:58.519955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:58.520009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:58.579139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:58.580093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:58.580185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:58.580218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:58.700183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:58.700359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:58.700400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:58.700428] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:58.703830] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-10T20:28:58.704108] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-10T20:28:58.704232] [INFO ] [sig       ] MLCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:58.842367] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MLCO.txt
[2025-12-10T20:28:58.842512] [INFO ] [sig       ] [2104/3612] Completed MLCO in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.8m
[2025-12-10T20:28:58.842551] [INFO ] [sig       ] [2105/3612] Forecasting MLGO...
[2025-12-10T20:28:58.842600] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-10T20:28:58.842647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-10T20:28:58.853373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-10T20:28:58.853683] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-10T20:28:58.854437] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-10T20:28:58.854486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:58.854517] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:58.854541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:58.854621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:58.909832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:58.910473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:58.910549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:58.910597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:59.021893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:59.022047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:59.022085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:59.022113] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:59.025395] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-12-10T20:28:59.025679] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-10T20:28:59.025801] [INFO ] [sig       ] MLGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:28:59.165647] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MLGO.txt
[2025-12-10T20:28:59.165826] [INFO ] [sig       ] [2105/3612] Completed MLGO in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.7m
[2025-12-10T20:28:59.165866] [INFO ] [sig       ] [2106/3612] Forecasting MLI...
[2025-12-10T20:28:59.165897] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-10T20:28:59.165930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-10T20:28:59.177316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-10T20:28:59.177631] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-10T20:28:59.178401] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-10T20:28:59.178452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:59.178483] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:59.178509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:59.178563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:59.234020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:59.234858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:59.234936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:59.234967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:59.360991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:59.361167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:59.361216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:59.361245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:59.364814] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-10T20:28:59.365110] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-10T20:28:59.365239] [INFO ] [sig       ] MLI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:59.503302] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MLI.txt
[2025-12-10T20:28:59.503440] [INFO ] [sig       ] [2106/3612] Completed MLI in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.7m
[2025-12-10T20:28:59.503479] [INFO ] [sig       ] [2107/3612] Forecasting MLKN...
[2025-12-10T20:28:59.503507] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-10T20:28:59.503536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-10T20:28:59.514948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-10T20:28:59.515230] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-10T20:28:59.515993] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-10T20:28:59.516043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:59.516074] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:59.516100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:59.516154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:59.571991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:59.572672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:59.572776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:59.572808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:28:59.692405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:28:59.692560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:28:59.692617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:28:59.692647] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:28:59.696035] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=36.67%)
[2025-12-10T20:28:59.696308] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-10T20:28:59.696440] [INFO ] [sig       ] MLKN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:28:59.835813] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MLKN.txt
[2025-12-10T20:28:59.835951] [INFO ] [sig       ] [2107/3612] Completed MLKN in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.7m
[2025-12-10T20:28:59.835989] [INFO ] [sig       ] [2108/3612] Forecasting MLM...
[2025-12-10T20:28:59.836018] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-10T20:28:59.836047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-10T20:28:59.847274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-10T20:28:59.847589] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-10T20:28:59.848355] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-10T20:28:59.848405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:28:59.848434] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:28:59.848459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:28:59.848513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:28:59.904525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:28:59.905275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:28:59.905352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:28:59.905383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:00.032972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:00.033126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:00.033164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:00.033191] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:00.036473] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-10T20:29:00.036758] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-10T20:29:00.036880] [INFO ] [sig       ] MLM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:00.178783] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MLM.txt
[2025-12-10T20:29:00.178917] [INFO ] [sig       ] [2108/3612] Completed MLM in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.7m
[2025-12-10T20:29:00.178955] [INFO ] [sig       ] [2109/3612] Forecasting MLP...
[2025-12-10T20:29:00.178983] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-10T20:29:00.179011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-10T20:29:00.190749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-10T20:29:00.191075] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-10T20:29:00.191870] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-10T20:29:00.191920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:00.191950] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:00.191975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:00.192029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:00.250181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:00.251280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:00.251363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:00.251395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:00.355871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:00.356023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:00.356062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:00.356090] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:00.359703] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-10T20:29:00.359993] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-10T20:29:00.360122] [INFO ] [sig       ] MLP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:00.499641] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MLP.txt
[2025-12-10T20:29:00.499786] [INFO ] [sig       ] [2109/3612] Completed MLP in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.7m
[2025-12-10T20:29:00.499825] [INFO ] [sig       ] [2110/3612] Forecasting MLTX...
[2025-12-10T20:29:00.499854] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-10T20:29:00.499883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-10T20:29:00.511482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-10T20:29:00.511851] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-10T20:29:00.512613] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-10T20:29:00.512663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:00.512694] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:00.512720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:00.512774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:00.569356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:00.570253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:00.570329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:00.570361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:00.690438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:00.690606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:00.690644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:00.690673] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:00.693925] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-10T20:29:00.694193] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-10T20:29:00.694311] [INFO ] [sig       ] MLTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:00.835393] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MLTX.txt
[2025-12-10T20:29:00.835552] [INFO ] [sig       ] [2110/3612] Completed MLTX in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.7m
[2025-12-10T20:29:00.835610] [INFO ] [sig       ] [2111/3612] Forecasting MLYS...
[2025-12-10T20:29:00.835641] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-10T20:29:00.835671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-10T20:29:00.848804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-10T20:29:00.849162] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-10T20:29:00.850013] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-10T20:29:00.850076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:00.850121] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:00.850151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:00.850208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:00.910946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:00.911966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:00.912048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:00.912081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:01.027537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:01.027664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:01.027702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:01.027753] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:01.031257] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-10T20:29:01.031549] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-10T20:29:01.031704] [INFO ] [sig       ] MLYS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:01.182209] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MLYS.txt
[2025-12-10T20:29:01.182392] [INFO ] [sig       ] [2111/3612] Completed MLYS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:01.182443] [INFO ] [sig       ] [2112/3612] Forecasting MMC...
[2025-12-10T20:29:01.182472] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-10T20:29:01.182505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-10T20:29:01.194376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-10T20:29:01.194704] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-10T20:29:01.195450] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-10T20:29:01.195500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:01.195531] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:01.195557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:01.195630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:01.254017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:01.254865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:01.254945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:01.254978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:01.383960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:01.384305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:01.384342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:01.384369] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:01.388337] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-10T20:29:01.388642] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-10T20:29:01.388769] [INFO ] [sig       ] MMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:01.528246] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MMC.txt
[2025-12-10T20:29:01.528380] [INFO ] [sig       ] [2112/3612] Completed MMC in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:01.528418] [INFO ] [sig       ] [2113/3612] Forecasting MMD...
[2025-12-10T20:29:01.528448] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-10T20:29:01.528536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-10T20:29:01.541328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-10T20:29:01.541691] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-10T20:29:01.542505] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-10T20:29:01.542556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:01.542613] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:01.542644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:01.542701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:01.602159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:01.603200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:01.603293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:01.603339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:01.748202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:01.748362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:01.748404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:01.748434] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:01.752033] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-10T20:29:01.752407] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-10T20:29:01.752554] [INFO ] [sig       ] MMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:01.936638] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MMD.txt
[2025-12-10T20:29:01.936795] [INFO ] [sig       ] [2113/3612] Completed MMD in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:01.936842] [INFO ] [sig       ] [2114/3612] Forecasting MMLP...
[2025-12-10T20:29:01.936873] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-10T20:29:01.936901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-10T20:29:01.948800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-10T20:29:01.949134] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-10T20:29:01.949937] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-10T20:29:01.950002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:01.950060] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:01.950087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:01.950147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:02.007976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:02.008679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:02.008756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:02.008788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:02.121925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:02.122082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:02.122122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:02.122150] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:02.126001] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-10T20:29:02.126278] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-10T20:29:02.126401] [INFO ] [sig       ] MMLP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:02.274450] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MMLP.txt
[2025-12-10T20:29:02.274623] [INFO ] [sig       ] [2114/3612] Completed MMLP in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:02.274664] [INFO ] [sig       ] [2115/3612] Forecasting MMS...
[2025-12-10T20:29:02.274694] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-10T20:29:02.274724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-10T20:29:02.287434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-10T20:29:02.287770] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-10T20:29:02.288734] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-10T20:29:02.288783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:02.288814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:02.288840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:02.288894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:02.347628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:02.348369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:02.348444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:02.348475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:02.472420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:02.472597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:02.472637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:02.472665] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:02.476092] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-10T20:29:02.476667] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-10T20:29:02.476816] [INFO ] [sig       ] MMS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:02.621708] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MMS.txt
[2025-12-10T20:29:02.621861] [INFO ] [sig       ] [2115/3612] Completed MMS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:02.621898] [INFO ] [sig       ] [2116/3612] Forecasting MMSI...
[2025-12-10T20:29:02.621928] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-10T20:29:02.621958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-10T20:29:02.633793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-10T20:29:02.634107] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-10T20:29:02.635319] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-10T20:29:02.635370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:02.635402] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:02.635428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:02.635483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:02.691620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:02.692374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:02.692451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:02.692482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:02.817358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:02.817515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:02.817554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:02.817599] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:02.821418] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-10T20:29:02.821797] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-10T20:29:02.821961] [INFO ] [sig       ] MMSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:02.969232] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MMSI.txt
[2025-12-10T20:29:02.969370] [INFO ] [sig       ] [2116/3612] Completed MMSI in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:02.969407] [INFO ] [sig       ] [2117/3612] Forecasting MNDO...
[2025-12-10T20:29:02.969435] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-10T20:29:02.969463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-10T20:29:02.983730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-10T20:29:02.984238] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-10T20:29:02.985239] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-10T20:29:02.985291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:02.985324] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:02.985349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:02.985406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:03.045437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:03.046596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:03.046742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:03.046780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:03.166455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:03.166734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:03.166782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:03.166880] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:03.171963] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-12-10T20:29:03.172316] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-10T20:29:03.172479] [INFO ] [sig       ] MNDO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:03.331974] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MNDO.txt
[2025-12-10T20:29:03.332426] [INFO ] [sig       ] [2117/3612] Completed MNDO in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:03.332483] [INFO ] [sig       ] [2118/3612] Forecasting MNDY...
[2025-12-10T20:29:03.332518] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-10T20:29:03.332548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-10T20:29:03.347811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-10T20:29:03.348641] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-10T20:29:03.350005] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-10T20:29:03.350068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:03.350102] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:03.350128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:03.350187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:03.410662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:03.412133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:03.412234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:03.412267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:03.551203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:03.551658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:03.551702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:03.551730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:03.556032] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-12-10T20:29:03.556501] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-10T20:29:03.556683] [INFO ] [sig       ] MNDY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:03.717136] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MNDY.txt
[2025-12-10T20:29:03.717344] [INFO ] [sig       ] [2118/3612] Completed MNDY in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:03.717386] [INFO ] [sig       ] [2119/3612] Forecasting MNKD...
[2025-12-10T20:29:03.717417] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-10T20:29:03.717450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-10T20:29:03.733920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-10T20:29:03.734287] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-10T20:29:03.735067] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-10T20:29:03.735117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:03.735148] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:03.735173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:03.735228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:03.794610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:03.795461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:03.795542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:03.795592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:03.924837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:03.924989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:03.925027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:03.925056] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:03.928829] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-12-10T20:29:03.929130] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-10T20:29:03.929253] [INFO ] [sig       ] MNKD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:04.074134] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MNKD.txt
[2025-12-10T20:29:04.074292] [INFO ] [sig       ] [2119/3612] Completed MNKD in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:04.074332] [INFO ] [sig       ] [2120/3612] Forecasting MNMD...
[2025-12-10T20:29:04.074361] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-10T20:29:04.074390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-10T20:29:04.086329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-10T20:29:04.086687] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-10T20:29:04.087471] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-10T20:29:04.087524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:04.087556] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:04.087622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:04.087684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:04.146171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:04.147019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:04.147100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:04.147132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:04.273279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:04.273431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:04.273469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:04.273497] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:04.276933] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-10T20:29:04.277208] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-10T20:29:04.277329] [INFO ] [sig       ] MNMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:04.421977] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MNMD.txt
[2025-12-10T20:29:04.422120] [INFO ] [sig       ] [2120/3612] Completed MNMD in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:04.422163] [INFO ] [sig       ] [2121/3612] Forecasting MNRO...
[2025-12-10T20:29:04.422193] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-10T20:29:04.422221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-10T20:29:04.433749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-10T20:29:04.434048] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-10T20:29:04.434859] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-10T20:29:04.434910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:04.434944] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:04.434971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:04.435027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:04.496944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:04.497761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:04.497841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:04.497874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:04.619137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:04.619265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:04.619317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:04.619347] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:04.623250] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-10T20:29:04.623512] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-10T20:29:04.623651] [INFO ] [sig       ] MNRO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:04.765860] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MNRO.txt
[2025-12-10T20:29:04.766009] [INFO ] [sig       ] [2121/3612] Completed MNRO in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.7m
[2025-12-10T20:29:04.766047] [INFO ] [sig       ] [2122/3612] Forecasting MNSO...
[2025-12-10T20:29:04.766076] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-10T20:29:04.766104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-10T20:29:04.777810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-10T20:29:04.778094] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-10T20:29:04.778858] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-10T20:29:04.778908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:04.778938] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:04.778964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:04.779019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:04.838025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:04.838802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:04.838882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:04.838914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:04.957105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:04.957252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:04.957290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:04.957319] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:04.961006] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-12-10T20:29:04.961277] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-10T20:29:04.961401] [INFO ] [sig       ] MNSO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:05.102292] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MNSO.txt
[2025-12-10T20:29:05.102405] [INFO ] [sig       ] [2122/3612] Completed MNSO in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:05.102441] [INFO ] [sig       ] [2123/3612] Forecasting MNTK...
[2025-12-10T20:29:05.102468] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-10T20:29:05.102496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-10T20:29:05.113442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-10T20:29:05.113734] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-10T20:29:05.114481] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-10T20:29:05.114530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:05.114561] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:05.114613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:05.114671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:05.176120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:05.176841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:05.176918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:05.176950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:05.293258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:05.293383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:05.293418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:05.293445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:05.297017] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-10T20:29:05.297283] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-10T20:29:05.297399] [INFO ] [sig       ] MNTK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:05.437528] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MNTK.txt
[2025-12-10T20:29:05.437657] [INFO ] [sig       ] [2123/3612] Completed MNTK in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:05.437696] [INFO ] [sig       ] [2124/3612] Forecasting MNY...
[2025-12-10T20:29:05.437765] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-10T20:29:05.437797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-10T20:29:05.449069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-10T20:29:05.449337] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-10T20:29:05.450160] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-10T20:29:05.450222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:05.450253] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:05.450281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:05.450336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:05.507809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:05.508410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:05.508513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:05.508547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:05.622028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:05.622160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:05.622197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:05.622225] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:05.625457] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-10T20:29:05.625739] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-10T20:29:05.625857] [INFO ] [sig       ] MNY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:05.767326] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MNY.txt
[2025-12-10T20:29:05.767472] [INFO ] [sig       ] [2124/3612] Completed MNY in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:05.767510] [INFO ] [sig       ] [2125/3612] Forecasting MOD...
[2025-12-10T20:29:05.767540] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-10T20:29:05.767585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-10T20:29:05.779602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-10T20:29:05.779880] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-10T20:29:05.780646] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-10T20:29:05.780696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:05.780736] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:05.780763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:05.780819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:05.839043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:05.839997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:05.840082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:05.840113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:05.967834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:05.968008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:05.968046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:05.968074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:05.971884] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-10T20:29:05.972168] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-10T20:29:05.972293] [INFO ] [sig       ] MOD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:06.114655] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MOD.txt
[2025-12-10T20:29:06.114769] [INFO ] [sig       ] [2125/3612] Completed MOD in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:06.114807] [INFO ] [sig       ] [2126/3612] Forecasting MODG...
[2025-12-10T20:29:06.114834] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-10T20:29:06.114860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-10T20:29:06.127241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-10T20:29:06.127509] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-10T20:29:06.128310] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-10T20:29:06.128556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:06.128610] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:06.128637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:06.128691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:06.187524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:06.188181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:06.188257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:06.188288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:06.306017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:06.306137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:06.306173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:06.306391] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:06.309619] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-10T20:29:06.309888] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-10T20:29:06.310004] [INFO ] [sig       ] MODG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:06.450655] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MODG.txt
[2025-12-10T20:29:06.450775] [INFO ] [sig       ] [2126/3612] Completed MODG in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:06.450812] [INFO ] [sig       ] [2127/3612] Forecasting MODL...
[2025-12-10T20:29:06.450840] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-10T20:29:06.450868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-10T20:29:06.462160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-10T20:29:06.462461] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-10T20:29:06.463222] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-10T20:29:06.463271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:06.463498] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:06.463524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:06.463598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:06.523178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:06.524019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:06.524112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:06.524152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:06.653998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:06.654174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:06.654220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:06.654252] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:06.657927] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-10T20:29:06.658208] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-10T20:29:06.658506] [INFO ] [sig       ] MODL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:06.802637] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MODL.txt
[2025-12-10T20:29:06.802793] [INFO ] [sig       ] [2127/3612] Completed MODL in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:06.802831] [INFO ] [sig       ] [2128/3612] Forecasting MOFG...
[2025-12-10T20:29:06.802862] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-10T20:29:06.802891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-10T20:29:06.815213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-10T20:29:06.815503] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-10T20:29:06.816262] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-10T20:29:06.816501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:06.816532] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:06.816558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:06.816642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:06.876401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:06.877105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:06.877183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:06.877214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:06.993165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:06.993301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:06.993338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:06.993365] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:06.996647] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-10T20:29:06.996919] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-10T20:29:06.997036] [INFO ] [sig       ] MOFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:07.138065] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MOFG.txt
[2025-12-10T20:29:07.138191] [INFO ] [sig       ] [2128/3612] Completed MOFG in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.6m
[2025-12-10T20:29:07.138235] [INFO ] [sig       ] [2129/3612] Forecasting MOGO...
[2025-12-10T20:29:07.138264] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-10T20:29:07.138292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-10T20:29:07.155236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-10T20:29:07.155776] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-10T20:29:07.156874] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-10T20:29:07.156936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:07.156978] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:07.157013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:07.157089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:07.221570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:07.222485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:07.222591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:07.222627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:07.353965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:07.354126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:07.354167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:07.354195] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:07.358069] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-10T20:29:07.358569] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-10T20:29:07.358724] [INFO ] [sig       ] MOGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:07.507930] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MOGO.txt
[2025-12-10T20:29:07.508072] [INFO ] [sig       ] [2129/3612] Completed MOGO in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:07.508112] [INFO ] [sig       ] [2130/3612] Forecasting MOH...
[2025-12-10T20:29:07.508140] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-10T20:29:07.508168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-10T20:29:07.519381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-10T20:29:07.519702] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-10T20:29:07.520474] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-10T20:29:07.520525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:07.520558] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:07.520604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:07.520680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:07.577932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:07.578649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:07.578727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:07.578760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:07.698013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:07.698161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:07.698199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:07.698229] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:07.701952] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2025-12-10T20:29:07.702227] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-10T20:29:07.702364] [INFO ] [sig       ] MOH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:07.845178] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MOH.txt
[2025-12-10T20:29:07.845323] [INFO ] [sig       ] [2130/3612] Completed MOH in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:07.845362] [INFO ] [sig       ] [2131/3612] Forecasting MOMO...
[2025-12-10T20:29:07.845391] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-10T20:29:07.845419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-10T20:29:07.856072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-10T20:29:07.856350] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-10T20:29:07.857119] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-10T20:29:07.857169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:07.857223] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:07.857250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:07.857304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:07.913126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:07.913813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:07.913892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:07.913923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:08.035978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:08.036141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:08.036179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:08.036206] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:08.039674] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-10T20:29:08.039979] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-10T20:29:08.040100] [INFO ] [sig       ] MOMO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:08.182780] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MOMO.txt
[2025-12-10T20:29:08.182900] [INFO ] [sig       ] [2131/3612] Completed MOMO in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:08.182937] [INFO ] [sig       ] [2132/3612] Forecasting MORN...
[2025-12-10T20:29:08.182966] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-10T20:29:08.182995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-10T20:29:08.195052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-10T20:29:08.195530] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-10T20:29:08.196473] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-10T20:29:08.196523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:08.196553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:08.196598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:08.196658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:08.258606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:08.259352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:08.259433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:08.259465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:08.380631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:08.380790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:08.380829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:08.380876] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:08.384237] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-10T20:29:08.384518] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-10T20:29:08.384666] [INFO ] [sig       ] MORN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:08.536423] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MORN.txt
[2025-12-10T20:29:08.536542] [INFO ] [sig       ] [2132/3612] Completed MORN in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:08.536601] [INFO ] [sig       ] [2133/3612] Forecasting MOS...
[2025-12-10T20:29:08.536633] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-10T20:29:08.536663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-10T20:29:08.547703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-10T20:29:08.548020] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-10T20:29:08.548855] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-10T20:29:08.548904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:08.548937] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:08.548963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:08.549019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:08.610895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:08.611601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:08.611680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:08.611712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:08.745059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:08.745219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:08.745448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:08.745476] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:08.749182] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=51.18%)
[2025-12-10T20:29:08.749675] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-10T20:29:08.749798] [INFO ] [sig       ] MOS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:08.904982] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MOS.txt
[2025-12-10T20:29:08.905142] [INFO ] [sig       ] [2133/3612] Completed MOS in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:08.905181] [INFO ] [sig       ] [2134/3612] Forecasting MP...
[2025-12-10T20:29:08.905212] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-10T20:29:08.905242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-10T20:29:08.917623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-10T20:29:08.918000] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-10T20:29:08.919021] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-10T20:29:08.919077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:08.919135] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:08.919171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:08.919229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:08.982438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:08.983324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:08.983407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:08.983479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:09.103969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:09.104123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:09.104162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:09.104231] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:09.107694] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-10T20:29:09.108003] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-10T20:29:09.108143] [INFO ] [sig       ] MP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:09.253825] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MP.txt
[2025-12-10T20:29:09.253977] [INFO ] [sig       ] [2134/3612] Completed MP in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:09.254015] [INFO ] [sig       ] [2135/3612] Forecasting MPA...
[2025-12-10T20:29:09.254044] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-10T20:29:09.254073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-10T20:29:09.266224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-10T20:29:09.266539] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-10T20:29:09.267767] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-10T20:29:09.267818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:09.267850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:09.267876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:09.267931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:09.329222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:09.330468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:09.330551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:09.330605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:09.440001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:09.440188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:09.440237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:09.440266] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:09.443790] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-10T20:29:09.444078] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-10T20:29:09.444201] [INFO ] [sig       ] MPA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:09.589777] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MPA.txt
[2025-12-10T20:29:09.589926] [INFO ] [sig       ] [2135/3612] Completed MPA in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:09.589965] [INFO ] [sig       ] [2136/3612] Forecasting MPAA...
[2025-12-10T20:29:09.589994] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-10T20:29:09.590023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-10T20:29:09.601822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-10T20:29:09.602163] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-10T20:29:09.603152] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-10T20:29:09.603201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:09.603230] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:09.603269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:09.603326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:09.665493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:09.666568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:09.666670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:09.666703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:09.792120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:09.792276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:09.792500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:09.792530] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:09.796100] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2025-12-10T20:29:09.796381] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-10T20:29:09.796522] [INFO ] [sig       ] MPAA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:09.942696] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MPAA.txt
[2025-12-10T20:29:09.942848] [INFO ] [sig       ] [2136/3612] Completed MPAA in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:09.942886] [INFO ] [sig       ] [2137/3612] Forecasting MPB...
[2025-12-10T20:29:09.942915] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-10T20:29:09.942944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-10T20:29:09.954807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-10T20:29:09.955196] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-10T20:29:09.956178] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-10T20:29:09.956228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:09.956258] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:09.956283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:09.956337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:10.015479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:10.016383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:10.016484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:10.016517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:10.132896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:10.133013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:10.133050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:10.133076] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:10.136606] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-10T20:29:10.136873] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-10T20:29:10.136990] [INFO ] [sig       ] MPB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:10.281322] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MPB.txt
[2025-12-10T20:29:10.281439] [INFO ] [sig       ] [2137/3612] Completed MPB in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:10.281475] [INFO ] [sig       ] [2138/3612] Forecasting MPC...
[2025-12-10T20:29:10.281503] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-10T20:29:10.281532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-10T20:29:10.294017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-10T20:29:10.294314] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-10T20:29:10.295095] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-10T20:29:10.295144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:10.295175] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:10.295201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:10.295256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:10.353785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:10.354636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:10.354714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:10.354747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:10.475566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:10.475711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:10.475748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:10.475776] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:10.479018] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-10T20:29:10.479289] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-10T20:29:10.479409] [INFO ] [sig       ] MPC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:10.620706] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MPC.txt
[2025-12-10T20:29:10.620827] [INFO ] [sig       ] [2138/3612] Completed MPC in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.6m
[2025-12-10T20:29:10.620863] [INFO ] [sig       ] [2139/3612] Forecasting MPX...
[2025-12-10T20:29:10.620891] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-10T20:29:10.620920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-10T20:29:10.631967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-10T20:29:10.632254] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-10T20:29:10.633034] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-10T20:29:10.633084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:10.633115] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:10.633140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:10.633201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:10.691456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:10.692061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:10.692136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:10.692173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:10.801273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:10.801404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:10.801441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:10.801661] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:10.804941] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-10T20:29:10.805201] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-10T20:29:10.805315] [INFO ] [sig       ] MPX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:10.947257] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MPX.txt
[2025-12-10T20:29:10.947392] [INFO ] [sig       ] [2139/3612] Completed MPX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:10.947430] [INFO ] [sig       ] [2140/3612] Forecasting MQ...
[2025-12-10T20:29:10.947458] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-10T20:29:10.947487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-10T20:29:10.959700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-10T20:29:10.959996] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-10T20:29:10.960779] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-10T20:29:10.960829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:10.960860] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:10.960886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:10.960941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:11.018130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:11.018933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:11.019014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:11.019045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:11.135826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:11.135950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:11.135988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:11.136015] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:11.139668] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-12-10T20:29:11.139945] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-10T20:29:11.140072] [INFO ] [sig       ] MQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:11.279335] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MQ.txt
[2025-12-10T20:29:11.279448] [INFO ] [sig       ] [2140/3612] Completed MQ in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:11.279730] [INFO ] [sig       ] [2141/3612] Forecasting MQY...
[2025-12-10T20:29:11.279771] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-10T20:29:11.279801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-10T20:29:11.291714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-10T20:29:11.291998] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-10T20:29:11.292956] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-10T20:29:11.293009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:11.293038] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:11.293070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:11.293124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:11.352526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:11.353133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:11.353207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:11.353273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:11.475226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:11.475341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:11.475376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:11.475404] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:11.479013] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-10T20:29:11.479290] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-10T20:29:11.479412] [INFO ] [sig       ] MQY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:11.623513] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MQY.txt
[2025-12-10T20:29:11.623658] [INFO ] [sig       ] [2141/3612] Completed MQY in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:11.623697] [INFO ] [sig       ] [2142/3612] Forecasting MRAM...
[2025-12-10T20:29:11.623726] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-10T20:29:11.623754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-10T20:29:11.635417] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MRAM'.
[2025-12-10T20:29:11.635901] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-10T20:29:11.636828] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-10T20:29:11.636877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:11.636907] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:11.636933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:11.636988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:11.693556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:11.694158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:11.694234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:11.694267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:11.816809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:11.816965] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:29:11.817005] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:11.817034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:11.820447] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-12-10T20:29:11.820744] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-10T20:29:11.820867] [INFO ] [sig       ] MRAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-10T20:29:11.966918] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MRAM.txt
[2025-12-10T20:29:11.967095] [INFO ] [sig       ] [2142/3612] Completed MRAM in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:11.967137] [INFO ] [sig       ] [2143/3612] Forecasting MRBK...
[2025-12-10T20:29:11.967166] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-10T20:29:11.967200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-10T20:29:11.979915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-10T20:29:11.980232] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-10T20:29:11.981129] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-10T20:29:11.981179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:11.981210] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:11.981235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:11.981289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:12.038742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:12.039749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:12.039831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:12.039863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:12.159053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:12.159206] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:29:12.159244] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:12.159271] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:12.162856] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=52.01%)
[2025-12-10T20:29:12.163162] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-10T20:29:12.163281] [INFO ] [sig       ] MRBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:12.301012] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MRBK.txt
[2025-12-10T20:29:12.301136] [INFO ] [sig       ] [2143/3612] Completed MRBK in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:12.301173] [INFO ] [sig       ] [2144/3612] Forecasting MRCC...
[2025-12-10T20:29:12.301201] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-10T20:29:12.301230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-10T20:29:12.312978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-10T20:29:12.313270] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-10T20:29:12.314047] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-10T20:29:12.314098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:12.314130] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:12.314158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:12.314217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:12.372485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:12.373139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:12.373214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:12.373244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:12.502188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:12.502348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:12.502391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:12.502418] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:12.506109] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-10T20:29:12.506409] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-10T20:29:12.506527] [INFO ] [sig       ] MRCC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:12.646620] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MRCC.txt
[2025-12-10T20:29:12.646779] [INFO ] [sig       ] [2144/3612] Completed MRCC in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:12.646817] [INFO ] [sig       ] [2145/3612] Forecasting MRCY...
[2025-12-10T20:29:12.646846] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-10T20:29:12.646875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-10T20:29:12.657706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-10T20:29:12.658034] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-10T20:29:12.658803] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-10T20:29:12.658852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:12.658883] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:12.658908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:12.658962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:12.715741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:12.716428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:12.716505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:12.716536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:12.843124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:12.843279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:12.843318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:12.843346] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:12.847043] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-10T20:29:12.847311] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-10T20:29:12.847429] [INFO ] [sig       ] MRCY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:12.990198] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MRCY.txt
[2025-12-10T20:29:12.990334] [INFO ] [sig       ] [2145/3612] Completed MRCY in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.5m
[2025-12-10T20:29:12.990372] [INFO ] [sig       ] [2146/3612] Forecasting MREO...
[2025-12-10T20:29:12.990401] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-10T20:29:12.990429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-10T20:29:13.002521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-10T20:29:13.002821] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-10T20:29:13.003563] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-10T20:29:13.003631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:13.003662] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:13.003688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:13.003749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:13.060170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:13.061107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:13.061188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:13.061227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:13.185291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:13.185635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:13.185673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:13.185701] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:13.189687] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-10T20:29:13.189952] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-10T20:29:13.190074] [INFO ] [sig       ] MREO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:13.336042] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MREO.txt
[2025-12-10T20:29:13.336187] [INFO ] [sig       ] [2146/3612] Completed MREO in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:13.336225] [INFO ] [sig       ] [2147/3612] Forecasting MRK...
[2025-12-10T20:29:13.336255] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-10T20:29:13.336283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-10T20:29:13.348665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-10T20:29:13.348957] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-10T20:29:13.349745] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-10T20:29:13.349796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:13.349829] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:13.349856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:13.349911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:13.406570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:13.407243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:13.407320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:13.407351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:13.531195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:13.531339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:13.531376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:13.531404] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:13.535255] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-10T20:29:13.535521] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-10T20:29:13.535659] [INFO ] [sig       ] MRK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:13.681587] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MRK.txt
[2025-12-10T20:29:13.681721] [INFO ] [sig       ] [2147/3612] Completed MRK in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:13.681757] [INFO ] [sig       ] [2148/3612] Forecasting MRM...
[2025-12-10T20:29:13.681786] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-10T20:29:13.681813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-10T20:29:13.692736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-10T20:29:13.693047] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-10T20:29:13.693875] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-10T20:29:13.693924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:13.693993] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:13.694022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:13.694079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:13.750887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:13.751562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:13.751657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:13.751688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:13.868261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:13.868416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:13.868455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:13.868481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:13.871788] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2025-12-10T20:29:13.872055] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-10T20:29:13.872173] [INFO ] [sig       ] MRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:14.012131] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MRM.txt
[2025-12-10T20:29:14.012266] [INFO ] [sig       ] [2148/3612] Completed MRM in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:14.012305] [INFO ] [sig       ] [2149/3612] Forecasting MRNA...
[2025-12-10T20:29:14.012334] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-10T20:29:14.012363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-10T20:29:14.023622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-10T20:29:14.023921] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-10T20:29:14.024693] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-10T20:29:14.024742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:14.024784] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:14.024811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:14.024866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:14.081690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:14.082336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:14.082413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:14.082445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:14.199149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:14.199296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:14.199336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:14.199362] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:14.203003] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-12-10T20:29:14.203270] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-10T20:29:14.203391] [INFO ] [sig       ] MRNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:14.348436] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MRNA.txt
[2025-12-10T20:29:14.348562] [INFO ] [sig       ] [2149/3612] Completed MRNA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:14.348616] [INFO ] [sig       ] [2150/3612] Forecasting MRSN...
[2025-12-10T20:29:14.348644] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-10T20:29:14.348673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-10T20:29:14.361261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-10T20:29:14.361790] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-10T20:29:14.362606] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-10T20:29:14.362658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:14.362691] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:14.362718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:14.362775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:14.421699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:14.422670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:14.422939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:14.422970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:14.542039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:14.542192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:14.542229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:14.542256] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:14.545590] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-10T20:29:14.545856] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-10T20:29:14.545977] [INFO ] [sig       ] MRSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:14.688269] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MRSN.txt
[2025-12-10T20:29:14.688398] [INFO ] [sig       ] [2150/3612] Completed MRSN in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:14.688435] [INFO ] [sig       ] [2151/3612] Forecasting MRTN...
[2025-12-10T20:29:14.688464] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-10T20:29:14.688492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-10T20:29:14.701190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-10T20:29:14.701531] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-10T20:29:14.702325] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-10T20:29:14.702377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:14.702409] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:14.702435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:14.702490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:14.762224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:14.763121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:14.763205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:14.763241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:14.887075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:14.887227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:14.887265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:14.887329] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:14.890908] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-10T20:29:14.891210] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-10T20:29:14.891347] [INFO ] [sig       ] MRTN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:15.050186] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MRTN.txt
[2025-12-10T20:29:15.050340] [INFO ] [sig       ] [2151/3612] Completed MRTN in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:15.050380] [INFO ] [sig       ] [2152/3612] Forecasting MRUS...
[2025-12-10T20:29:15.050410] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-10T20:29:15.050441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-10T20:29:15.062160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-10T20:29:15.062500] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-10T20:29:15.063264] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-10T20:29:15.063316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:15.063348] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:15.063373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:15.063433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:15.125550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:15.126326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:15.126420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:15.126452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:15.244850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:15.244997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:15.245038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:15.245067] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:15.249115] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-12-10T20:29:15.249385] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-10T20:29:15.249512] [INFO ] [sig       ] MRUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:15.405309] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MRUS.txt
[2025-12-10T20:29:15.405432] [INFO ] [sig       ] [2152/3612] Completed MRUS in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:15.405474] [INFO ] [sig       ] [2153/3612] Forecasting MRVI...
[2025-12-10T20:29:15.405503] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-10T20:29:15.405532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-10T20:29:15.417032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-10T20:29:15.417500] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-10T20:29:15.418319] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-10T20:29:15.418370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:15.418401] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:15.418427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:15.418484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:15.480504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:15.481134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:15.481211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:15.481242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:15.605683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:15.605817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:15.605854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:15.605883] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:15.609183] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-10T20:29:15.609484] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-10T20:29:15.609832] [INFO ] [sig       ] MRVI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:15.760629] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MRVI.txt
[2025-12-10T20:29:15.760790] [INFO ] [sig       ] [2153/3612] Completed MRVI in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:15.760830] [INFO ] [sig       ] [2154/3612] Forecasting MRVL...
[2025-12-10T20:29:15.760868] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-10T20:29:15.760899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-10T20:29:15.772828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-10T20:29:15.773203] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-10T20:29:15.774034] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-10T20:29:15.774087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:15.774120] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:15.774155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:15.774218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:15.837256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:15.838354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:15.838444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:15.838477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:15.962566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:15.962742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:15.962782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:15.962810] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:15.966714] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=69.04%)
[2025-12-10T20:29:15.967032] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-10T20:29:15.967188] [INFO ] [sig       ] MRVL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:16.113459] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MRVL.txt
[2025-12-10T20:29:16.113613] [INFO ] [sig       ] [2154/3612] Completed MRVL in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:16.113653] [INFO ] [sig       ] [2155/3612] Forecasting MRX...
[2025-12-10T20:29:16.113683] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-10T20:29:16.113712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-10T20:29:16.125764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-10T20:29:16.126050] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-10T20:29:16.126882] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-10T20:29:16.126933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:16.126965] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:16.126991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:16.127047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:16.186435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:16.187433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:16.187712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:16.187767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:16.307028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:16.307179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:16.307217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:16.307245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:16.310725] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-10T20:29:16.310990] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-10T20:29:16.311109] [INFO ] [sig       ] MRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:16.455823] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MRX.txt
[2025-12-10T20:29:16.455952] [INFO ] [sig       ] [2155/3612] Completed MRX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.5m
[2025-12-10T20:29:16.455991] [INFO ] [sig       ] [2156/3612] Forecasting MS...
[2025-12-10T20:29:16.456020] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-10T20:29:16.456049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-10T20:29:16.468984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-10T20:29:16.469289] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-10T20:29:16.470242] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-10T20:29:16.470292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:16.470330] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:16.470356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:16.470410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:16.530787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:16.531418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:16.531665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:16.531698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:16.661105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:16.661258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:16.661314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:16.661341] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:16.665002] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-10T20:29:16.665268] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-10T20:29:16.665385] [INFO ] [sig       ] MS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:16.805154] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MS.txt
[2025-12-10T20:29:16.805282] [INFO ] [sig       ] [2156/3612] Completed MS in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:16.805320] [INFO ] [sig       ] [2157/3612] Forecasting MSA...
[2025-12-10T20:29:16.805349] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-10T20:29:16.805377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-10T20:29:16.816364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-10T20:29:16.816651] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-10T20:29:16.817387] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-10T20:29:16.817435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:16.817466] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:16.817491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:16.817545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:16.873815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:16.874470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:16.874549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:16.874600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:16.993440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:16.993599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:16.993637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:16.993664] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:16.997093] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-10T20:29:16.997368] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-10T20:29:16.997492] [INFO ] [sig       ] MSA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:17.138291] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSA.txt
[2025-12-10T20:29:17.138415] [INFO ] [sig       ] [2157/3612] Completed MSA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:17.138451] [INFO ] [sig       ] [2158/3612] Forecasting MSB...
[2025-12-10T20:29:17.138671] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-10T20:29:17.138701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-10T20:29:17.150235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-10T20:29:17.150525] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-10T20:29:17.151283] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-10T20:29:17.151333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:17.151362] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:17.151389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:17.151444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:17.210569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:17.211245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:17.211336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:17.211394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:17.336065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:17.336225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:17.336267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:17.336297] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:17.340124] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-10T20:29:17.340397] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-10T20:29:17.340517] [INFO ] [sig       ] MSB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:17.482459] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MSB.txt
[2025-12-10T20:29:17.482829] [INFO ] [sig       ] [2158/3612] Completed MSB in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:17.482870] [INFO ] [sig       ] [2159/3612] Forecasting MSBI...
[2025-12-10T20:29:17.482903] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-10T20:29:17.482931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-10T20:29:17.495450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-10T20:29:17.495749] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-10T20:29:17.496497] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-10T20:29:17.496547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:17.496597] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:17.496625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:17.496680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:17.556270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:17.556953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:17.557032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:17.557065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:17.685300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:17.685459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:17.685500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:17.685528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:17.689026] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-10T20:29:17.689311] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-10T20:29:17.689442] [INFO ] [sig       ] MSBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:17.838062] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MSBI.txt
[2025-12-10T20:29:17.838204] [INFO ] [sig       ] [2159/3612] Completed MSBI in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:17.838244] [INFO ] [sig       ] [2160/3612] Forecasting MSCI...
[2025-12-10T20:29:17.838274] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-10T20:29:17.838303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-10T20:29:17.851753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-10T20:29:17.852091] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-10T20:29:17.852971] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-10T20:29:17.853023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:17.853067] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:17.853093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:17.853164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:17.912412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:17.913119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:17.913198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:17.913230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:18.031603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:18.031758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:18.031796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:18.031823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:18.035262] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-10T20:29:18.035710] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-10T20:29:18.035835] [INFO ] [sig       ] MSCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:18.179590] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSCI.txt
[2025-12-10T20:29:18.179754] [INFO ] [sig       ] [2160/3612] Completed MSCI in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:18.179794] [INFO ] [sig       ] [2161/3612] Forecasting MSD...
[2025-12-10T20:29:18.179824] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-10T20:29:18.179853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-10T20:29:18.191480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-10T20:29:18.191950] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-10T20:29:18.192771] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-10T20:29:18.192822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:18.192853] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:18.192879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:18.192932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:18.248477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:18.249378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:18.249459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:18.249490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:18.371477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:18.371648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:18.371686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:18.371714] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:18.375011] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-12-10T20:29:18.375276] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-10T20:29:18.375396] [INFO ] [sig       ] MSD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:18.515420] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSD.txt
[2025-12-10T20:29:18.515622] [INFO ] [sig       ] [2161/3612] Completed MSD in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:18.515664] [INFO ] [sig       ] [2162/3612] Forecasting MSEX...
[2025-12-10T20:29:18.515694] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-10T20:29:18.515722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-10T20:29:18.528088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-10T20:29:18.528428] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-10T20:29:18.529396] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-10T20:29:18.529448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:18.529479] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:18.529504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:18.529763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:18.587438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:18.588118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:18.588194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:18.588226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:18.708613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:18.708766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:18.708805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:18.708832] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:18.712484] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=67.31%)
[2025-12-10T20:29:18.712763] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-10T20:29:18.712909] [INFO ] [sig       ] MSEX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:18.855864] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSEX.txt
[2025-12-10T20:29:18.855993] [INFO ] [sig       ] [2162/3612] Completed MSEX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.4m
[2025-12-10T20:29:18.856031] [INFO ] [sig       ] [2163/3612] Forecasting MSFD...
[2025-12-10T20:29:18.856060] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-10T20:29:18.856088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-10T20:29:18.867461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-10T20:29:18.867797] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-10T20:29:18.868589] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-10T20:29:18.868639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:18.868669] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:18.868695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:18.868750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:18.925948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:18.926756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:18.926837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:18.926869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:19.047371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:19.047517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:19.047554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:19.047600] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:19.050867] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-10T20:29:19.051131] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-10T20:29:19.051249] [INFO ] [sig       ] MSFD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:19.190556] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSFD.txt
[2025-12-10T20:29:19.190725] [INFO ] [sig       ] [2163/3612] Completed MSFD in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:19.190764] [INFO ] [sig       ] [2164/3612] Forecasting MSFL...
[2025-12-10T20:29:19.190800] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-10T20:29:19.190830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-10T20:29:19.203345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-10T20:29:19.203941] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-10T20:29:19.204868] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-10T20:29:19.204918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:19.204949] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:19.204976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:19.205030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:19.262731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:19.263608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:19.263692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:19.263724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:19.382472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:19.382640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:19.382679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:19.382707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:19.385960] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-10T20:29:19.386224] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-10T20:29:19.386342] [INFO ] [sig       ] MSFL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:19.529642] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSFL.txt
[2025-12-10T20:29:19.529796] [INFO ] [sig       ] [2164/3612] Completed MSFL in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:19.529835] [INFO ] [sig       ] [2165/3612] Forecasting MSGE...
[2025-12-10T20:29:19.529865] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-10T20:29:19.529894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-10T20:29:19.542956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-10T20:29:19.543269] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-10T20:29:19.544064] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-10T20:29:19.544115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:19.544185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:19.544213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:19.544269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:19.603418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:19.604084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:19.604162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:19.604194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:19.725714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:19.725880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:19.725919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:19.725946] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:19.729657] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-10T20:29:19.730031] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-10T20:29:19.730174] [INFO ] [sig       ] MSGE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:19.878620] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MSGE.txt
[2025-12-10T20:29:19.878777] [INFO ] [sig       ] [2165/3612] Completed MSGE in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:19.878817] [INFO ] [sig       ] [2166/3612] Forecasting MSGM...
[2025-12-10T20:29:19.878846] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-10T20:29:19.878875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-10T20:29:19.891874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-10T20:29:19.892318] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-10T20:29:19.893274] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-10T20:29:19.893337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:19.893381] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:19.893418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:19.893506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:19.955391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:19.956278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:19.956362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:19.956394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:20.070083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:20.070240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:20.070279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:20.070308] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:20.073803] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-10T20:29:20.074168] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-10T20:29:20.074308] [INFO ] [sig       ] MSGM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:20.227253] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MSGM.txt
[2025-12-10T20:29:20.227407] [INFO ] [sig       ] [2166/3612] Completed MSGM in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:20.227446] [INFO ] [sig       ] [2167/3612] Forecasting MSGS...
[2025-12-10T20:29:20.227476] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-10T20:29:20.227505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-10T20:29:20.240023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-10T20:29:20.240405] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-10T20:29:20.241240] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-10T20:29:20.241291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:20.241324] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:20.241351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:20.241409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:20.302520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:20.303417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:20.303502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:20.303535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:20.428385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:20.428538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:20.428597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:20.428645] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:20.432738] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-10T20:29:20.433131] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-10T20:29:20.433274] [INFO ] [sig       ] MSGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:20.586077] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MSGS.txt
[2025-12-10T20:29:20.586228] [INFO ] [sig       ] [2167/3612] Completed MSGS in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:20.586267] [INFO ] [sig       ] [2168/3612] Forecasting MSI...
[2025-12-10T20:29:20.586296] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-10T20:29:20.586326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-10T20:29:20.597352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-10T20:29:20.597761] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-10T20:29:20.598526] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-10T20:29:20.598594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:20.598626] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:20.598652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:20.598707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:20.656297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:20.657140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:20.657219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:20.657250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:20.784275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:20.784435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:20.784474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:20.784535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:20.789491] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-10T20:29:20.789858] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-10T20:29:20.790005] [INFO ] [sig       ] MSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:20.934620] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MSI.txt
[2025-12-10T20:29:20.934778] [INFO ] [sig       ] [2168/3612] Completed MSI in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:20.934816] [INFO ] [sig       ] [2169/3612] Forecasting MSM...
[2025-12-10T20:29:20.934844] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-10T20:29:20.934873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-10T20:29:20.946963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-10T20:29:20.947352] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-10T20:29:20.948218] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-10T20:29:20.948270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:20.948300] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:20.948325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:20.948389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:21.008092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:21.008978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:21.009058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:21.009106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:21.129852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:21.130001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:21.130041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:21.130067] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:21.133692] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-10T20:29:21.133955] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-10T20:29:21.134076] [INFO ] [sig       ] MSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:21.271621] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSM.txt
[2025-12-10T20:29:21.271738] [INFO ] [sig       ] [2169/3612] Completed MSM in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:21.271774] [INFO ] [sig       ] [2170/3612] Forecasting MSTX...
[2025-12-10T20:29:21.271801] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-10T20:29:21.271828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-10T20:29:21.282800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-10T20:29:21.283072] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-10T20:29:21.283847] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-10T20:29:21.283898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:21.283928] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:21.283955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:21.284011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:21.339616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:21.340205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:21.340285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:21.340314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:21.461286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:21.461420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:21.461458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:21.461487] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:21.464836] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-10T20:29:21.465102] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-10T20:29:21.465224] [INFO ] [sig       ] MSTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:21.617927] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MSTX.txt
[2025-12-10T20:29:21.618082] [INFO ] [sig       ] [2170/3612] Completed MSTX in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:21.618120] [INFO ] [sig       ] [2171/3612] Forecasting MTB...
[2025-12-10T20:29:21.618150] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-10T20:29:21.618179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-10T20:29:21.630174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-10T20:29:21.630514] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-10T20:29:21.631282] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-10T20:29:21.631332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:21.631362] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:21.631387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:21.631457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:21.690480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:21.691332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:21.691412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:21.691448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:21.817929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:21.818085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:21.818122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:21.818149] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:21.821425] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-12-10T20:29:21.821738] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-10T20:29:21.821868] [INFO ] [sig       ] MTB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:21.966197] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTB.txt
[2025-12-10T20:29:21.966328] [INFO ] [sig       ] [2171/3612] Completed MTB in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:21.966365] [INFO ] [sig       ] [2172/3612] Forecasting MTCH...
[2025-12-10T20:29:21.966392] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-10T20:29:21.966420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-10T20:29:21.978222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-10T20:29:21.978512] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-10T20:29:21.979281] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-10T20:29:21.979330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:21.979360] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:21.979384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:21.979438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:22.040312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:22.041332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:22.041409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:22.041441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:22.163410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:22.163547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:22.163604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:22.163634] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:22.167211] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-12-10T20:29:22.167474] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-10T20:29:22.167609] [INFO ] [sig       ] MTCH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:22.312363] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTCH.txt
[2025-12-10T20:29:22.312489] [INFO ] [sig       ] [2172/3612] Completed MTCH in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.4m
[2025-12-10T20:29:22.312528] [INFO ] [sig       ] [2173/3612] Forecasting MTD...
[2025-12-10T20:29:22.312557] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-10T20:29:22.312602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-10T20:29:22.324294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-10T20:29:22.324590] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-10T20:29:22.325334] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-10T20:29:22.325409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:22.325441] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:22.325467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:22.325521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:22.384122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:22.384769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:22.384844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:22.384876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:22.508661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:22.508809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:22.508847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:22.508874] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:22.512142] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-12-10T20:29:22.512408] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-10T20:29:22.512529] [INFO ] [sig       ] MTD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:22.653957] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MTD.txt
[2025-12-10T20:29:22.654087] [INFO ] [sig       ] [2173/3612] Completed MTD in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:22.654125] [INFO ] [sig       ] [2174/3612] Forecasting MTEN...
[2025-12-10T20:29:22.654154] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-10T20:29:22.654182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-10T20:29:22.665873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-10T20:29:22.666158] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-10T20:29:22.667113] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-10T20:29:22.667163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:22.667193] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:22.667218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:22.667273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:22.726608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:22.727459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:22.727534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:22.727788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:22.854909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:22.855059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:22.855097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:22.855124] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:22.859146] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: UP (p=67.04%)
[2025-12-10T20:29:22.859416] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-10T20:29:22.859543] [INFO ] [sig       ] MTEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:23.002503] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTEN.txt
[2025-12-10T20:29:23.002657] [INFO ] [sig       ] [2174/3612] Completed MTEN in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:23.002889] [INFO ] [sig       ] [2175/3612] Forecasting MTG...
[2025-12-10T20:29:23.002918] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-10T20:29:23.002946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-10T20:29:23.016124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-10T20:29:23.016438] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-10T20:29:23.017367] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-10T20:29:23.017416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:23.017447] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:23.017473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:23.017526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:23.076435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:23.077100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:23.077206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:23.077238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:23.196535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:23.196696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:23.196737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:23.196764] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:23.200018] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-10T20:29:23.200287] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-10T20:29:23.200408] [INFO ] [sig       ] MTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:23.345894] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MTG.txt
[2025-12-10T20:29:23.346051] [INFO ] [sig       ] [2175/3612] Completed MTG in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:23.346090] [INFO ] [sig       ] [2176/3612] Forecasting MTH...
[2025-12-10T20:29:23.346120] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-10T20:29:23.346149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-10T20:29:23.358475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-10T20:29:23.358854] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-10T20:29:23.359645] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-10T20:29:23.359890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:23.359922] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:23.359949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:23.360005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:23.424515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:23.425667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:23.425768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:23.425805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:23.556745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:23.556917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:23.556964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:23.556992] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:23.560501] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-10T20:29:23.561020] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-10T20:29:23.561156] [INFO ] [sig       ] MTH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:23.719930] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTH.txt
[2025-12-10T20:29:23.720073] [INFO ] [sig       ] [2176/3612] Completed MTH in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:23.720112] [INFO ] [sig       ] [2177/3612] Forecasting MTLS...
[2025-12-10T20:29:23.720142] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-10T20:29:23.720172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-10T20:29:23.731959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-10T20:29:23.732300] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-10T20:29:23.733080] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-10T20:29:23.733130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:23.733161] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:23.733187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:23.733242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:23.790545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:23.791275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:23.791355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:23.791386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:23.913805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:23.913957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:23.913994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:23.914021] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:23.917444] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-10T20:29:23.917962] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-10T20:29:23.918093] [INFO ] [sig       ] MTLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:24.057835] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTLS.txt
[2025-12-10T20:29:24.057966] [INFO ] [sig       ] [2177/3612] Completed MTLS in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:24.058002] [INFO ] [sig       ] [2178/3612] Forecasting MTN...
[2025-12-10T20:29:24.058029] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-10T20:29:24.058056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-10T20:29:24.070175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-10T20:29:24.070458] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-10T20:29:24.071220] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-10T20:29:24.071270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:24.071300] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:24.071326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:24.071380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:24.128603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:24.129242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:24.129320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:24.129352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:24.251008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:24.251178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:24.251236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:24.251268] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:24.254995] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-10T20:29:24.255291] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-10T20:29:24.255417] [INFO ] [sig       ] MTN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:24.399221] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTN.txt
[2025-12-10T20:29:24.399369] [INFO ] [sig       ] [2178/3612] Completed MTN in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:24.399408] [INFO ] [sig       ] [2179/3612] Forecasting MTRN...
[2025-12-10T20:29:24.399436] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-10T20:29:24.399464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-10T20:29:24.411730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-10T20:29:24.412021] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-10T20:29:24.412796] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-10T20:29:24.412845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:24.412875] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:24.412900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:24.412954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:24.470000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:24.470666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:24.470746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:24.470982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:24.600205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:24.600352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:24.600390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:24.600419] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:24.604135] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-10T20:29:24.604408] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-10T20:29:24.604534] [INFO ] [sig       ] MTRN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:24.746750] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MTRN.txt
[2025-12-10T20:29:24.746893] [INFO ] [sig       ] [2179/3612] Completed MTRN in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:24.746931] [INFO ] [sig       ] [2180/3612] Forecasting MTRX...
[2025-12-10T20:29:24.746960] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-10T20:29:24.746989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-10T20:29:24.759754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-10T20:29:24.760121] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-10T20:29:24.760933] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-10T20:29:24.760985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:24.761016] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:24.761043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:24.761098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:24.824625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:24.825524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:24.825623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:24.825655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:24.957322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:24.957474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:24.957532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:24.957561] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:24.960876] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-10T20:29:24.961142] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-10T20:29:24.961262] [INFO ] [sig       ] MTRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:25.098628] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MTRX.txt
[2025-12-10T20:29:25.098778] [INFO ] [sig       ] [2180/3612] Completed MTRX in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.3m
[2025-12-10T20:29:25.098816] [INFO ] [sig       ] [2181/3612] Forecasting MTSI...
[2025-12-10T20:29:25.098846] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-10T20:29:25.098875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-10T20:29:25.110192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-10T20:29:25.110495] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-10T20:29:25.111286] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-10T20:29:25.111337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:25.111368] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:25.111394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:25.111448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:25.168676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:25.169372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:25.169449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:25.169479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:25.297431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:25.297597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:25.297637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:25.297666] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:25.301171] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2025-12-10T20:29:25.301437] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-10T20:29:25.301554] [INFO ] [sig       ] MTSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:25.441642] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MTSI.txt
[2025-12-10T20:29:25.441759] [INFO ] [sig       ] [2181/3612] Completed MTSI in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:25.441796] [INFO ] [sig       ] [2182/3612] Forecasting MTX...
[2025-12-10T20:29:25.441823] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-10T20:29:25.441853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-10T20:29:25.453542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-10T20:29:25.453846] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-10T20:29:25.454629] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-10T20:29:25.454678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:25.454734] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:25.454762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:25.454816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:25.512104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:25.512960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:25.513034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:25.513065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:25.630391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:25.630538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:25.630595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:25.630626] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:25.633932] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-10T20:29:25.634197] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-10T20:29:25.634317] [INFO ] [sig       ] MTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:25.775602] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MTX.txt
[2025-12-10T20:29:25.775730] [INFO ] [sig       ] [2182/3612] Completed MTX in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:25.775963] [INFO ] [sig       ] [2183/3612] Forecasting MTZ...
[2025-12-10T20:29:25.775992] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-10T20:29:25.776021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-10T20:29:25.788512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-10T20:29:25.788804] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-10T20:29:25.789545] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-10T20:29:25.789627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:25.789660] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:25.789686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:25.789742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:25.848501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:25.849183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:25.849260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:25.849291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:25.975031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:25.975176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:25.975215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:25.975243] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:25.978727] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-10T20:29:25.979163] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-10T20:29:25.979284] [INFO ] [sig       ] MTZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:26.121261] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MTZ.txt
[2025-12-10T20:29:26.121391] [INFO ] [sig       ] [2183/3612] Completed MTZ in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:26.121429] [INFO ] [sig       ] [2184/3612] Forecasting MUA...
[2025-12-10T20:29:26.121458] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-10T20:29:26.121487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-10T20:29:26.133542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-10T20:29:26.133840] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-10T20:29:26.134624] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-10T20:29:26.134677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:26.134745] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:26.134774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:26.134832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:26.194716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:26.195392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:26.195470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:26.195503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:26.327644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:26.328009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:26.328049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:26.328075] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:26.331329] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-10T20:29:26.331616] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-10T20:29:26.331735] [INFO ] [sig       ] MUA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:26.470280] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MUA.txt
[2025-12-10T20:29:26.470398] [INFO ] [sig       ] [2184/3612] Completed MUA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:26.470436] [INFO ] [sig       ] [2185/3612] Forecasting MUC...
[2025-12-10T20:29:26.470463] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-10T20:29:26.470492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-10T20:29:26.483413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-10T20:29:26.483766] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-10T20:29:26.484516] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-10T20:29:26.484565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:26.484614] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:26.484640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:26.484694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:26.540492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:26.541200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:26.541278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:26.541309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:26.661438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:26.661607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:26.661646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:26.661700] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:26.664960] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-10T20:29:26.665225] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-10T20:29:26.665343] [INFO ] [sig       ] MUC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:26.805086] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MUC.txt
[2025-12-10T20:29:26.805210] [INFO ] [sig       ] [2185/3612] Completed MUC in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:26.805247] [INFO ] [sig       ] [2186/3612] Forecasting MUE...
[2025-12-10T20:29:26.805276] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-10T20:29:26.805304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-10T20:29:26.817063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-10T20:29:26.817384] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-10T20:29:26.818190] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-10T20:29:26.818240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:26.818270] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:26.818295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:26.818350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:26.875151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:26.876010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:26.876090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:26.876126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:26.995974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:26.996117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:26.996155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:26.996181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:27.000005] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-10T20:29:27.000283] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-10T20:29:27.000403] [INFO ] [sig       ] MUE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:27.144331] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MUE.txt
[2025-12-10T20:29:27.144453] [INFO ] [sig       ] [2186/3612] Completed MUE in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:27.144490] [INFO ] [sig       ] [2187/3612] Forecasting MUFG...
[2025-12-10T20:29:27.144519] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-10T20:29:27.144546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-10T20:29:27.157646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-10T20:29:27.157996] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-10T20:29:27.158803] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-10T20:29:27.158854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:27.158886] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:27.158911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:27.158967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:27.217609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:27.218504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:27.218610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:27.218645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:27.339158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:27.339301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:27.339339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:27.339366] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:27.342639] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-10T20:29:27.342901] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-10T20:29:27.343018] [INFO ] [sig       ] MUFG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:27.482837] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MUFG.txt
[2025-12-10T20:29:27.482984] [INFO ] [sig       ] [2187/3612] Completed MUFG in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:27.483029] [INFO ] [sig       ] [2188/3612] Forecasting MUJ...
[2025-12-10T20:29:27.483058] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-10T20:29:27.483090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-10T20:29:27.495623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-10T20:29:27.496089] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-10T20:29:27.496845] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-10T20:29:27.496894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:27.496924] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:27.496949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:27.497003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:27.555723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:27.556557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:27.556654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:27.556686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:27.672801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:27.672952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:27.672991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:27.673018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:27.676328] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-10T20:29:27.676610] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-10T20:29:27.676733] [INFO ] [sig       ] MUJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:27.825217] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MUJ.txt
[2025-12-10T20:29:27.825369] [INFO ] [sig       ] [2188/3612] Completed MUJ in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:27.825410] [INFO ] [sig       ] [2189/3612] Forecasting MUSA...
[2025-12-10T20:29:27.825441] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-10T20:29:27.825470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-10T20:29:27.838226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-10T20:29:27.838619] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-10T20:29:27.839408] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-10T20:29:27.839461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:27.839492] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:27.839517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:27.839599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:27.898933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:27.899814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:27.899904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:27.899934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:28.024162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:28.024318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:28.024356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:28.024384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:28.028361] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-10T20:29:28.028700] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-10T20:29:28.028835] [INFO ] [sig       ] MUSA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:28.178476] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MUSA.txt
[2025-12-10T20:29:28.178650] [INFO ] [sig       ] [2189/3612] Completed MUSA in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:28.178690] [INFO ] [sig       ] [2190/3612] Forecasting MUX...
[2025-12-10T20:29:28.178720] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-10T20:29:28.178938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-10T20:29:28.192162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-10T20:29:28.192537] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-10T20:29:28.193320] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-10T20:29:28.193370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:28.193401] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:28.193427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:28.193481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:28.251089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:28.251927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:28.252008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:28.252039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:28.380596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:28.380749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:28.380787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:28.380815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:28.384531] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-10T20:29:28.384846] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-10T20:29:28.384975] [INFO ] [sig       ] MUX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:28.527691] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MUX.txt
[2025-12-10T20:29:28.527832] [INFO ] [sig       ] [2190/3612] Completed MUX in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.3m
[2025-12-10T20:29:28.527877] [INFO ] [sig       ] [2191/3612] Forecasting MVBF...
[2025-12-10T20:29:28.527905] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-10T20:29:28.527934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-10T20:29:28.540369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-10T20:29:28.540638] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-10T20:29:28.541717] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-10T20:29:28.541767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:28.541990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:28.542016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:28.542071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:28.604277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:28.604902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:28.604978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:28.605009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:28.717308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:28.717451] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:29:28.717489] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:28.717532] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:28.720835] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-10T20:29:28.721099] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-10T20:29:28.721218] [INFO ] [sig       ] MVBF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:28.862942] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MVBF.txt
[2025-12-10T20:29:28.863090] [INFO ] [sig       ] [2191/3612] Completed MVBF in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:28.863129] [INFO ] [sig       ] [2192/3612] Forecasting MVF...
[2025-12-10T20:29:28.863161] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-10T20:29:28.863189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-10T20:29:28.875471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-10T20:29:28.875830] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-10T20:29:28.876809] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-10T20:29:28.876858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:28.876888] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:28.876914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:28.876968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:28.935372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:28.936177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:28.936287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:28.936320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:29.060901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:29.061054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:29.061093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:29.061121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:29.064889] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-12-10T20:29:29.065162] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-10T20:29:29.065284] [INFO ] [sig       ] MVF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:29.210067] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MVF.txt
[2025-12-10T20:29:29.210199] [INFO ] [sig       ] [2192/3612] Completed MVF in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:29.210237] [INFO ] [sig       ] [2193/3612] Forecasting MVO...
[2025-12-10T20:29:29.210266] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-10T20:29:29.210294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-10T20:29:29.222396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-10T20:29:29.222675] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-10T20:29:29.223408] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-10T20:29:29.223457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:29.223487] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:29.223512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:29.223566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:29.284074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:29.284946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:29.285028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:29.285075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:29.410260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:29.410438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:29.410484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:29.410514] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:29.413810] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-12-10T20:29:29.414074] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-10T20:29:29.414193] [INFO ] [sig       ] MVO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:29.556420] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MVO.txt
[2025-12-10T20:29:29.556555] [INFO ] [sig       ] [2193/3612] Completed MVO in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:29.556614] [INFO ] [sig       ] [2194/3612] Forecasting MWA...
[2025-12-10T20:29:29.556647] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-10T20:29:29.556675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-10T20:29:29.569463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-10T20:29:29.570015] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-10T20:29:29.570807] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-10T20:29:29.570856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:29.570886] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:29.570911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:29.570965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:29.629744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:29.630555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:29.630651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:29.630683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:29.749348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:29.749451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:29.749486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:29.749512] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:29.752610] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-10T20:29:29.752871] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-10T20:29:29.752990] [INFO ] [sig       ] MWA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:29.890320] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MWA.txt
[2025-12-10T20:29:29.890424] [INFO ] [sig       ] [2194/3612] Completed MWA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:29.890461] [INFO ] [sig       ] [2195/3612] Forecasting MX...
[2025-12-10T20:29:29.890488] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-10T20:29:29.890516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-10T20:29:29.902619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-10T20:29:29.902904] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-10T20:29:29.903657] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-10T20:29:29.903706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:29.903737] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:29.903762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:29.903828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:29.961824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:29.962475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:29.962550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:29.962599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:30.085648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:30.086019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:30.086057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:30.086085] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:30.090401] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-10T20:29:30.090842] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-10T20:29:30.090998] [INFO ] [sig       ] MX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:30.260818] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MX.txt
[2025-12-10T20:29:30.260994] [INFO ] [sig       ] [2195/3612] Completed MX in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:30.261034] [INFO ] [sig       ] [2196/3612] Forecasting MXF...
[2025-12-10T20:29:30.261062] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-10T20:29:30.261092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-10T20:29:30.272828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-10T20:29:30.273168] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-10T20:29:30.274137] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-10T20:29:30.274189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:30.274220] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:30.274246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:30.274301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:30.333402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:30.334342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:30.334421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:30.334454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:30.455267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:30.455421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:30.455460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:30.455487] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:30.458942] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-10T20:29:30.459230] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-10T20:29:30.459362] [INFO ] [sig       ] MXF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:30.598213] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MXF.txt
[2025-12-10T20:29:30.598336] [INFO ] [sig       ] [2196/3612] Completed MXF in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:30.598373] [INFO ] [sig       ] [2197/3612] Forecasting MXL...
[2025-12-10T20:29:30.598401] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-10T20:29:30.598430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-10T20:29:30.609660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-10T20:29:30.609915] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-10T20:29:30.610683] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-10T20:29:30.610742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:30.610773] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:30.610799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:30.610853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:30.666857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:30.667435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:30.667510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:30.667541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:30.783716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:30.783827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:30.783863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:30.783891] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:30.786998] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-10T20:29:30.787261] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-10T20:29:30.787380] [INFO ] [sig       ] MXL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:30.930523] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MXL.txt
[2025-12-10T20:29:30.930677] [INFO ] [sig       ] [2197/3612] Completed MXL in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 8.2m
[2025-12-10T20:29:30.930718] [INFO ] [sig       ] [2198/3612] Forecasting MYE...
[2025-12-10T20:29:30.930746] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-10T20:29:30.930774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-10T20:29:30.943741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-10T20:29:30.944213] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-10T20:29:30.945176] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-10T20:29:30.945225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:30.945260] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:30.945285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:30.945340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:31.003702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:31.004497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:31.004588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:31.004622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:31.128106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:31.128273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:31.128311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:31.128340] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:31.132205] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-10T20:29:31.132469] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-10T20:29:31.132602] [INFO ] [sig       ] MYE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:31.274747] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/MYE.txt
[2025-12-10T20:29:31.274878] [INFO ] [sig       ] [2198/3612] Completed MYE in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:31.274915] [INFO ] [sig       ] [2199/3612] Forecasting MYGN...
[2025-12-10T20:29:31.274942] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-10T20:29:31.274970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-10T20:29:31.286231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-10T20:29:31.286486] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-10T20:29:31.287240] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-10T20:29:31.287289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:31.287345] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:31.287372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:31.287427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:31.345241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:31.346023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:31.346103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:31.346134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:31.461834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:31.461966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:31.462002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:31.462028] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:31.465217] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-10T20:29:31.465479] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-10T20:29:31.465613] [INFO ] [sig       ] MYGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:31.607184] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MYGN.txt
[2025-12-10T20:29:31.607312] [INFO ] [sig       ] [2199/3612] Completed MYGN in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:31.607350] [INFO ] [sig       ] [2200/3612] Forecasting MYI...
[2025-12-10T20:29:31.607379] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-10T20:29:31.607406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-10T20:29:31.619474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-10T20:29:31.619748] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-10T20:29:31.620493] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-10T20:29:31.620543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:31.620591] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:31.620619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:31.620673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:31.677341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:31.677990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:31.678063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:31.678094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:31.796611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:31.796728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:31.796765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:31.796792] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:31.799960] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-10T20:29:31.800222] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-10T20:29:31.800339] [INFO ] [sig       ] MYI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:31.940967] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MYI.txt
[2025-12-10T20:29:31.941139] [INFO ] [sig       ] [2200/3612] Completed MYI in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:31.941178] [INFO ] [sig       ] [2201/3612] Forecasting MYN...
[2025-12-10T20:29:31.941206] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-10T20:29:31.941235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-10T20:29:31.953024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-10T20:29:31.953390] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-10T20:29:31.954207] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-10T20:29:31.954260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:31.954293] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:31.954319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:31.954376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:32.013501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:32.014388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:32.014474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:32.014508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:32.129692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:32.129853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:32.129891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:32.129919] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:32.133256] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-10T20:29:32.133547] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-10T20:29:32.133710] [INFO ] [sig       ] MYN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:32.279906] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MYN.txt
[2025-12-10T20:29:32.280054] [INFO ] [sig       ] [2201/3612] Completed MYN in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:32.280093] [INFO ] [sig       ] [2202/3612] Forecasting MYRG...
[2025-12-10T20:29:32.280123] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-10T20:29:32.280153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-10T20:29:32.294124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-10T20:29:32.294510] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-10T20:29:32.295287] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-10T20:29:32.295337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:32.295367] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:32.295392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:32.295447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:32.352591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:32.353419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:32.353501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:32.353532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:32.475491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:32.475665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:32.475717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:32.475786] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:32.479327] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-10T20:29:32.479664] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-10T20:29:32.479803] [INFO ] [sig       ] MYRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:32.619738] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/MYRG.txt
[2025-12-10T20:29:32.619881] [INFO ] [sig       ] [2202/3612] Completed MYRG in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:32.619918] [INFO ] [sig       ] [2203/3612] Forecasting NA...
[2025-12-10T20:29:32.619946] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-10T20:29:32.620159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-10T20:29:32.631837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-10T20:29:32.632284] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-10T20:29:32.633042] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-10T20:29:32.633092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:32.633123] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:32.633148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:32.633203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:32.691591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:32.692188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:32.692261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:32.692292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:32.811899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:32.812253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:32.812291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:32.812317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:32.815950] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-10T20:29:32.816410] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-10T20:29:32.816530] [INFO ] [sig       ] NA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:32.961000] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NA.txt
[2025-12-10T20:29:32.961121] [INFO ] [sig       ] [2203/3612] Completed NA in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:32.961157] [INFO ] [sig       ] [2204/3612] Forecasting NAAS...
[2025-12-10T20:29:32.961186] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-10T20:29:32.961213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-10T20:29:32.972903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-10T20:29:32.973394] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-10T20:29:32.974355] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-10T20:29:32.974404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:32.974434] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:32.974458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:32.974513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:33.032455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:33.033137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:33.033213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:33.033243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:33.152738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:33.152894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:33.152949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:33.152978] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:33.156286] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-12-10T20:29:33.156556] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-10T20:29:33.156697] [INFO ] [sig       ] NAAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:33.297711] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NAAS.txt
[2025-12-10T20:29:33.297884] [INFO ] [sig       ] [2204/3612] Completed NAAS in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:33.297923] [INFO ] [sig       ] [2205/3612] Forecasting NABL...
[2025-12-10T20:29:33.297951] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-10T20:29:33.297981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-10T20:29:33.310037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-10T20:29:33.310392] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-10T20:29:33.311169] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-10T20:29:33.311220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:33.311250] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:33.311277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:33.311332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:33.368101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:33.368936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:33.369028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:33.369060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:33.489676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:33.489831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:33.489868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:33.489895] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:33.493191] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-10T20:29:33.493455] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-10T20:29:33.493591] [INFO ] [sig       ] NABL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:33.633362] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NABL.txt
[2025-12-10T20:29:33.633487] [INFO ] [sig       ] [2205/3612] Completed NABL in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:33.633523] [INFO ] [sig       ] [2206/3612] Forecasting NAC...
[2025-12-10T20:29:33.633552] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-10T20:29:33.633598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-10T20:29:33.646035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-10T20:29:33.646312] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-10T20:29:33.647105] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-10T20:29:33.647154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:33.647184] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:33.647210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:33.647265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:33.704975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:33.705565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:33.705655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:33.705686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:33.824605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:33.824756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:33.824795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:33.824823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:33.828099] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-10T20:29:33.828363] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-10T20:29:33.828481] [INFO ] [sig       ] NAC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:33.970558] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NAC.txt
[2025-12-10T20:29:33.970696] [INFO ] [sig       ] [2206/3612] Completed NAC in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:33.970733] [INFO ] [sig       ] [2207/3612] Forecasting NAD...
[2025-12-10T20:29:33.970761] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-10T20:29:33.970789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-10T20:29:33.982384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-10T20:29:33.982665] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-10T20:29:33.983396] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-10T20:29:33.983447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:33.983477] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:33.983502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:33.983558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:34.041920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:34.042509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:34.042600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:34.042634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:34.164293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:34.164414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:34.164451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:34.164477] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:34.167636] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-10T20:29:34.167918] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-10T20:29:34.168036] [INFO ] [sig       ] NAD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:34.311041] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NAD.txt
[2025-12-10T20:29:34.311190] [INFO ] [sig       ] [2207/3612] Completed NAD in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.2m
[2025-12-10T20:29:34.311227] [INFO ] [sig       ] [2208/3612] Forecasting NAMS...
[2025-12-10T20:29:34.311257] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-10T20:29:34.311285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-10T20:29:34.322774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-10T20:29:34.323058] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-10T20:29:34.323829] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-10T20:29:34.323882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:34.323923] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:34.323950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:34.324004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:34.381392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:34.382001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:34.382076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:34.382106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:34.500188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:34.500279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:34.500312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:34.500338] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:34.503539] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-10T20:29:34.503817] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-10T20:29:34.503938] [INFO ] [sig       ] NAMS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:34.643896] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NAMS.txt
[2025-12-10T20:29:34.643996] [INFO ] [sig       ] [2208/3612] Completed NAMS in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:34.644032] [INFO ] [sig       ] [2209/3612] Forecasting NATH...
[2025-12-10T20:29:34.644060] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-10T20:29:34.644088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-10T20:29:34.655773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-10T20:29:34.656214] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-10T20:29:34.657187] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-10T20:29:34.657236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:34.657266] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:34.657293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:34.657347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:34.716993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:34.717655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:34.717781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:34.717820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:34.825344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:34.825418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:34.825452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:34.825479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:34.828439] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-10T20:29:34.828707] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-10T20:29:34.828828] [INFO ] [sig       ] NATH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:34.967531] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NATH.txt
[2025-12-10T20:29:34.967670] [INFO ] [sig       ] [2209/3612] Completed NATH in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:34.967709] [INFO ] [sig       ] [2210/3612] Forecasting NATL...
[2025-12-10T20:29:34.967748] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-10T20:29:34.967778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-10T20:29:34.979675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-10T20:29:34.979986] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-10T20:29:34.980773] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-10T20:29:34.980827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:34.980859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:34.980884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:34.980939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:35.037359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:35.037971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:35.038046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:35.038077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:35.163393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:35.163546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:35.163602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:35.163631] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:35.166934] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-10T20:29:35.167381] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-10T20:29:35.167500] [INFO ] [sig       ] NATL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:35.308988] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NATL.txt
[2025-12-10T20:29:35.309090] [INFO ] [sig       ] [2210/3612] Completed NATL in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:35.309126] [INFO ] [sig       ] [2211/3612] Forecasting NAVI...
[2025-12-10T20:29:35.309153] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-10T20:29:35.309180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-10T20:29:35.321830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-10T20:29:35.322111] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-10T20:29:35.322867] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-10T20:29:35.322916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:35.322947] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:35.322973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:35.323207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:35.380936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:35.381530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:35.381623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:35.381657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:35.506670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:35.506824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:35.506873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:35.506908] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:35.510226] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-10T20:29:35.510497] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-10T20:29:35.510639] [INFO ] [sig       ] NAVI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:35.649284] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NAVI.txt
[2025-12-10T20:29:35.649390] [INFO ] [sig       ] [2211/3612] Completed NAVI in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:35.649433] [INFO ] [sig       ] [2212/3612] Forecasting NAZ...
[2025-12-10T20:29:35.649463] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-10T20:29:35.649492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-10T20:29:35.660469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-10T20:29:35.660746] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-10T20:29:35.661486] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-10T20:29:35.661536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:35.661582] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:35.661610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:35.661665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:35.718016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:35.718632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:35.718706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:35.718738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:35.820634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:35.820760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:35.820803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:35.820838] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:35.823990] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-10T20:29:35.824247] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-10T20:29:35.824364] [INFO ] [sig       ] NAZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:35.965348] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NAZ.txt
[2025-12-10T20:29:35.965478] [INFO ] [sig       ] [2212/3612] Completed NAZ in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:35.965515] [INFO ] [sig       ] [2213/3612] Forecasting NB...
[2025-12-10T20:29:35.965544] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-10T20:29:35.965587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-10T20:29:35.976815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-10T20:29:35.977271] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-10T20:29:35.978059] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-10T20:29:35.978109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:35.978140] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:35.978166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:35.978221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:36.036393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:36.037012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:36.037087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:36.037117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:36.152291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:36.152402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:36.152436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:36.152463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:36.155618] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-12-10T20:29:36.155916] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-10T20:29:36.156034] [INFO ] [sig       ] NB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:36.300191] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NB.txt
[2025-12-10T20:29:36.300304] [INFO ] [sig       ] [2213/3612] Completed NB in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:36.300342] [INFO ] [sig       ] [2214/3612] Forecasting NBB...
[2025-12-10T20:29:36.300369] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-10T20:29:36.300397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-10T20:29:36.312103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-10T20:29:36.312376] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-10T20:29:36.313154] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-10T20:29:36.313203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:36.313233] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:36.313258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:36.313313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:36.370590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:36.371596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:36.371679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:36.371711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:36.494867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:36.495020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:36.495059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:36.495086] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:36.498541] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-10T20:29:36.498859] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-10T20:29:36.498990] [INFO ] [sig       ] NBB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:36.640443] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NBB.txt
[2025-12-10T20:29:36.640622] [INFO ] [sig       ] [2214/3612] Completed NBB in 0.3s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:36.640664] [INFO ] [sig       ] [2215/3612] Forecasting NBBK...
[2025-12-10T20:29:36.640694] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-10T20:29:36.640723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-10T20:29:36.652554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-10T20:29:36.652980] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-10T20:29:36.653890] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-10T20:29:36.653945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:36.653977] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:36.654002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:36.654057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:36.711359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:36.712292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:36.712381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:36.712413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:36.841504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:36.841686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:36.841727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:36.841778] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:36.845340] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-12-10T20:29:36.845752] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-10T20:29:36.845918] [INFO ] [sig       ] NBBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:37.066254] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NBBK.txt
[2025-12-10T20:29:37.066461] [INFO ] [sig       ] [2215/3612] Completed NBBK in 0.4s | 2.87 sym/s | Total: 12.8m | ETA: 8.1m
[2025-12-10T20:29:37.066506] [INFO ] [sig       ] [2216/3612] Forecasting NBHC...
[2025-12-10T20:29:37.066540] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-10T20:29:37.066592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-10T20:29:37.088311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-10T20:29:37.088888] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-10T20:29:37.090167] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-10T20:29:37.090244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:37.090337] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:37.090387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:37.090480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:37.176279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:37.177471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:37.177630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:37.177680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:37.349937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:37.350119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:37.350171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:37.350209] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:37.355162] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-12-10T20:29:37.355683] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-10T20:29:37.355881] [INFO ] [sig       ] NBHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:37.567222] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NBHC.txt
[2025-12-10T20:29:37.567444] [INFO ] [sig       ] [2216/3612] Completed NBHC in 0.5s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:37.567499] [INFO ] [sig       ] [2217/3612] Forecasting NBIX...
[2025-12-10T20:29:37.567570] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-10T20:29:37.567641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-10T20:29:37.583349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-10T20:29:37.583839] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-10T20:29:37.584917] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-10T20:29:37.584982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:37.585024] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:37.585059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:37.585139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:37.666175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:37.667280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:37.667430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:37.667477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:37.814179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:37.814350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:37.814398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:37.814428] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:37.818037] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2025-12-10T20:29:37.818364] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-10T20:29:37.818498] [INFO ] [sig       ] NBIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:37.962129] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NBIX.txt
[2025-12-10T20:29:37.962495] [INFO ] [sig       ] [2217/3612] Completed NBIX in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:37.962536] [INFO ] [sig       ] [2218/3612] Forecasting NBN...
[2025-12-10T20:29:37.962565] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-10T20:29:37.962613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-10T20:29:37.974318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-10T20:29:37.974682] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-10T20:29:37.975443] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-10T20:29:37.975493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:37.975525] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:37.975551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:37.975626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:38.039806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:38.040915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:38.041000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:38.041033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:38.175605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:38.175759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:38.175798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:38.175826] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:38.179321] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-10T20:29:38.179657] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-10T20:29:38.179814] [INFO ] [sig       ] NBN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:38.324276] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NBN.txt
[2025-12-10T20:29:38.324401] [INFO ] [sig       ] [2218/3612] Completed NBN in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:38.324438] [INFO ] [sig       ] [2219/3612] Forecasting NBTB...
[2025-12-10T20:29:38.324467] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-10T20:29:38.324496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-10T20:29:38.335421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-10T20:29:38.335699] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-10T20:29:38.336444] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-10T20:29:38.336494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:38.336524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:38.336561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:38.336635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:38.393950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:38.394527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:38.394618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:38.394650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:38.518355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:38.518501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:38.518539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:38.518618] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:38.522318] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-10T20:29:38.522607] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-10T20:29:38.522731] [INFO ] [sig       ] NBTB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:38.664634] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NBTB.txt
[2025-12-10T20:29:38.664748] [INFO ] [sig       ] [2219/3612] Completed NBTB in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:38.664785] [INFO ] [sig       ] [2220/3612] Forecasting NBXG...
[2025-12-10T20:29:38.664812] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-10T20:29:38.664840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-10T20:29:38.678181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-10T20:29:38.678457] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-10T20:29:38.679251] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-10T20:29:38.679302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:38.679333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:38.679358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:38.679413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:38.737232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:38.737862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:38.737938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:38.737969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:38.859722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:38.859844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:38.859887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:38.859920] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:38.863638] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-10T20:29:38.863918] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-10T20:29:38.864045] [INFO ] [sig       ] NBXG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:39.006058] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NBXG.txt
[2025-12-10T20:29:39.006165] [INFO ] [sig       ] [2220/3612] Completed NBXG in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:39.006202] [INFO ] [sig       ] [2221/3612] Forecasting NC...
[2025-12-10T20:29:39.006230] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-10T20:29:39.006258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-10T20:29:39.019233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-10T20:29:39.019511] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-10T20:29:39.020482] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-10T20:29:39.020531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:39.020562] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:39.020616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:39.020673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:39.078477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:39.079309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:39.079389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:39.079421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:39.182300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:39.182451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:39.182489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:39.182519] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:39.185929] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-10T20:29:39.186209] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-10T20:29:39.186337] [INFO ] [sig       ] NC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:39.325973] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NC.txt
[2025-12-10T20:29:39.326118] [INFO ] [sig       ] [2221/3612] Completed NC in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:39.326157] [INFO ] [sig       ] [2222/3612] Forecasting NCA...
[2025-12-10T20:29:39.326187] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-10T20:29:39.326216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-10T20:29:39.336962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-10T20:29:39.337319] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-10T20:29:39.338304] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-10T20:29:39.338355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:39.338387] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:39.338412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:39.338467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:39.400370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:39.401224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:39.401305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:39.401337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:39.541390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:39.541561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:39.541635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:39.541677] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:39.546053] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2025-12-10T20:29:39.546428] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-10T20:29:39.546620] [INFO ] [sig       ] NCA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:39.726451] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NCA.txt
[2025-12-10T20:29:39.726602] [INFO ] [sig       ] [2222/3612] Completed NCA in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:39.726643] [INFO ] [sig       ] [2223/3612] Forecasting NCLH...
[2025-12-10T20:29:39.726673] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-10T20:29:39.726717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-10T20:29:39.740777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-10T20:29:39.741184] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-10T20:29:39.742006] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-10T20:29:39.742058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:39.742090] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:39.742115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:39.742170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:39.804051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:39.804956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:39.805059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:39.805093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:39.931712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:39.931881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:39.931921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:39.931949] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:39.935201] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=52.08%)
[2025-12-10T20:29:39.935466] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-10T20:29:39.935603] [INFO ] [sig       ] NCLH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:40.092941] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NCLH.txt
[2025-12-10T20:29:40.093095] [INFO ] [sig       ] [2223/3612] Completed NCLH in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:40.093135] [INFO ] [sig       ] [2224/3612] Forecasting NCMI...
[2025-12-10T20:29:40.093172] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-10T20:29:40.093208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-10T20:29:40.106876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-10T20:29:40.107284] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-10T20:29:40.108111] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-10T20:29:40.108162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:40.108194] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:40.108219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:40.108274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:40.168322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:40.168990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:40.169068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:40.169101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:40.287486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:40.287646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:40.287685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:40.287713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:40.291156] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-10T20:29:40.291430] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-10T20:29:40.291557] [INFO ] [sig       ] NCMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:40.436948] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NCMI.txt
[2025-12-10T20:29:40.437301] [INFO ] [sig       ] [2224/3612] Completed NCMI in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.1m
[2025-12-10T20:29:40.437339] [INFO ] [sig       ] [2225/3612] Forecasting NCNA...
[2025-12-10T20:29:40.437368] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-10T20:29:40.437397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-10T20:29:40.449308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-10T20:29:40.449693] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-10T20:29:40.450513] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-10T20:29:40.450565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:40.450622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:40.450651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:40.450707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:40.506857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:40.507599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:40.507676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:40.507707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:40.618700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:40.618850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:40.618889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:40.618918] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:40.622385] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-10T20:29:40.622733] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-10T20:29:40.622875] [INFO ] [sig       ] NCNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:40.814272] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NCNA.txt
[2025-12-10T20:29:40.814428] [INFO ] [sig       ] [2225/3612] Completed NCNA in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:40.814467] [INFO ] [sig       ] [2226/3612] Forecasting NCNO...
[2025-12-10T20:29:40.814497] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-10T20:29:40.814526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-10T20:29:40.826134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-10T20:29:40.826412] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-10T20:29:40.827199] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-10T20:29:40.827250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:40.827280] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:40.827307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:40.827362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:40.889131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:40.889953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:40.890072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:40.890106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:41.013251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:41.013394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:41.013432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:41.013461] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:41.016882] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-12-10T20:29:41.017158] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-10T20:29:41.017290] [INFO ] [sig       ] NCNO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:41.161784] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NCNO.txt
[2025-12-10T20:29:41.161927] [INFO ] [sig       ] [2226/3612] Completed NCNO in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:41.161965] [INFO ] [sig       ] [2227/3612] Forecasting NCTY...
[2025-12-10T20:29:41.161994] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-10T20:29:41.162023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-10T20:29:41.173539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-10T20:29:41.173849] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-10T20:29:41.174653] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-10T20:29:41.174706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:41.174738] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:41.174763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:41.174820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:41.234170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:41.235034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:41.235120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:41.235153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:41.354827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:41.354978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:41.355015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:41.355043] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:41.358513] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-10T20:29:41.358800] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-10T20:29:41.358938] [INFO ] [sig       ] NCTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:41.499517] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NCTY.txt
[2025-12-10T20:29:41.499678] [INFO ] [sig       ] [2227/3612] Completed NCTY in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:41.499718] [INFO ] [sig       ] [2228/3612] Forecasting NCZ...
[2025-12-10T20:29:41.499748] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-10T20:29:41.499777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-10T20:29:41.511299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-10T20:29:41.511608] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-10T20:29:41.512357] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-10T20:29:41.512414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:41.512445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:41.512470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:41.512524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:41.568518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:41.569206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:41.569281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:41.569312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:41.685620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:41.685771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:41.685809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:41.685837] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:41.689150] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-10T20:29:41.689423] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-10T20:29:41.689545] [INFO ] [sig       ] NCZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:41.834310] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NCZ.txt
[2025-12-10T20:29:41.834457] [INFO ] [sig       ] [2228/3612] Completed NCZ in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:41.834496] [INFO ] [sig       ] [2229/3612] Forecasting NDAQ...
[2025-12-10T20:29:41.834525] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-10T20:29:41.834554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-10T20:29:41.845833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-10T20:29:41.846095] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-10T20:29:41.846857] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-10T20:29:41.846906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:41.846937] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:41.846962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:41.847017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:41.906193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:41.906990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:41.907066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:41.907097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:42.026341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:42.026487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:42.026526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:42.026554] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:42.029862] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-12-10T20:29:42.030276] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-10T20:29:42.030395] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:42.171196] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NDAQ.txt
[2025-12-10T20:29:42.171382] [INFO ] [sig       ] [2229/3612] Completed NDAQ in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:42.171422] [INFO ] [sig       ] [2230/3612] Forecasting NDMO...
[2025-12-10T20:29:42.171451] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-10T20:29:42.171481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-10T20:29:42.182453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-10T20:29:42.182822] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-10T20:29:42.183603] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-10T20:29:42.183653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:42.183685] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:42.183712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:42.183779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:42.239942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:42.240747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:42.240829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:42.240862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:42.360015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:42.360177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:42.360218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:42.360247] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:42.363544] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-10T20:29:42.363833] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-10T20:29:42.363959] [INFO ] [sig       ] NDMO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:42.508911] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NDMO.txt
[2025-12-10T20:29:42.509086] [INFO ] [sig       ] [2230/3612] Completed NDMO in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:42.509125] [INFO ] [sig       ] [2231/3612] Forecasting NDRA...
[2025-12-10T20:29:42.509156] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-10T20:29:42.509185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-10T20:29:42.521262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-10T20:29:42.521680] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-10T20:29:42.522517] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-10T20:29:42.522600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:42.522641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:42.522681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:42.522740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:42.581010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:42.581911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:42.582005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:42.582042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:42.709943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:42.710304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:42.710350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:42.710378] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:42.714776] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-10T20:29:42.715187] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-10T20:29:42.715336] [INFO ] [sig       ] NDRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:42.870749] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NDRA.txt
[2025-12-10T20:29:42.870883] [INFO ] [sig       ] [2231/3612] Completed NDRA in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 8.0m
[2025-12-10T20:29:42.870928] [INFO ] [sig       ] [2232/3612] Forecasting NDSN...
[2025-12-10T20:29:42.870963] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-10T20:29:42.870997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-10T20:29:42.884355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-10T20:29:42.884784] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-10T20:29:42.885629] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-10T20:29:42.885713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:42.885748] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:42.885774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:42.885829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:42.945039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:42.946362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:42.946447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:42.946479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:43.077317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:43.077481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:43.077519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:43.077548] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:43.081303] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-10T20:29:43.081615] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-10T20:29:43.081748] [INFO ] [sig       ] NDSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:43.233261] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NDSN.txt
[2025-12-10T20:29:43.233424] [INFO ] [sig       ] [2232/3612] Completed NDSN in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:43.233463] [INFO ] [sig       ] [2233/3612] Forecasting NE...
[2025-12-10T20:29:43.233494] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-10T20:29:43.233523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-10T20:29:43.246011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-10T20:29:43.246366] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-10T20:29:43.247161] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-10T20:29:43.247213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:43.247271] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:43.247300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:43.247357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:43.307456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:43.308402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:43.308487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:43.308520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:43.432945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:43.433121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:43.433161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:43.433189] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:43.436727] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=49.19%)
[2025-12-10T20:29:43.437021] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-10T20:29:43.437150] [INFO ] [sig       ] NE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:43.594713] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NE.txt
[2025-12-10T20:29:43.594879] [INFO ] [sig       ] [2233/3612] Completed NE in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:43.594919] [INFO ] [sig       ] [2234/3612] Forecasting NEA...
[2025-12-10T20:29:43.594948] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-10T20:29:43.594976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-10T20:29:43.608052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-10T20:29:43.608657] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-10T20:29:43.609707] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-10T20:29:43.609762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:43.609803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:43.609835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:43.609892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:43.670515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:43.671394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:43.671474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:43.671506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:43.806325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:43.806482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:43.806522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:43.806557] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:43.811231] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-10T20:29:43.811611] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-10T20:29:43.811761] [INFO ] [sig       ] NEA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:43.958813] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEA.txt
[2025-12-10T20:29:43.958974] [INFO ] [sig       ] [2234/3612] Completed NEA in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:43.959020] [INFO ] [sig       ] [2235/3612] Forecasting NECB...
[2025-12-10T20:29:43.959056] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-10T20:29:43.959091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-10T20:29:43.970810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-10T20:29:43.971156] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-10T20:29:43.971939] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-10T20:29:43.971990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:43.972022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:43.972048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:43.972103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:44.030357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:44.031246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:44.031330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:44.031364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:44.156142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:44.156298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:44.156337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:44.156365] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:44.160199] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=61.02%)
[2025-12-10T20:29:44.160481] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-10T20:29:44.160630] [INFO ] [sig       ] NECB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:44.305823] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NECB.txt
[2025-12-10T20:29:44.305977] [INFO ] [sig       ] [2235/3612] Completed NECB in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:44.306031] [INFO ] [sig       ] [2236/3612] Forecasting NEE...
[2025-12-10T20:29:44.306064] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-10T20:29:44.306094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-10T20:29:44.317527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-10T20:29:44.317892] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-10T20:29:44.318707] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-10T20:29:44.318757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:44.318789] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:44.318814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:44.318870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:44.377273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:44.378172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:44.378255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:44.378287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:44.498826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:44.498977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:44.499015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:44.499073] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:44.502369] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-12-10T20:29:44.502674] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-10T20:29:44.502801] [INFO ] [sig       ] NEE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:44.649676] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEE.txt
[2025-12-10T20:29:44.649829] [INFO ] [sig       ] [2236/3612] Completed NEE in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:44.649868] [INFO ] [sig       ] [2237/3612] Forecasting NEGG...
[2025-12-10T20:29:44.649899] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-10T20:29:44.649933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-10T20:29:44.661555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-10T20:29:44.661943] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-10T20:29:44.662984] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-10T20:29:44.663039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:44.663081] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:44.663112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:44.663377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:44.725653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:44.726520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:44.726634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:44.726669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:44.851174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:44.851330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:44.851368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:44.851396] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:44.855433] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=78.65%)
[2025-12-10T20:29:44.855847] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-10T20:29:44.856005] [INFO ] [sig       ] NEGG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:45.000451] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NEGG.txt
[2025-12-10T20:29:45.000619] [INFO ] [sig       ] [2237/3612] Completed NEGG in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:45.000662] [INFO ] [sig       ] [2238/3612] Forecasting NEM...
[2025-12-10T20:29:45.000690] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-10T20:29:45.000722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-10T20:29:45.012078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-10T20:29:45.012425] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-10T20:29:45.013272] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-10T20:29:45.013324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:45.013356] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:45.013382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:45.013440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:45.074044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:45.074992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:45.075085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:45.075117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:45.206216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:45.206360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:45.206399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:45.206428] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:45.209790] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-10T20:29:45.210070] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-10T20:29:45.210196] [INFO ] [sig       ] NEM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:45.354711] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEM.txt
[2025-12-10T20:29:45.354870] [INFO ] [sig       ] [2238/3612] Completed NEM in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:45.354909] [INFO ] [sig       ] [2239/3612] Forecasting NEO...
[2025-12-10T20:29:45.354937] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-10T20:29:45.354967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-10T20:29:45.368369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-10T20:29:45.368761] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-10T20:29:45.369688] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-10T20:29:45.369737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:45.369767] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:45.369792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:45.369845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:45.432502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:45.433360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:45.433445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:45.433477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:45.559156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:45.559305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:45.559365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:45.559395] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:45.563135] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-10T20:29:45.563420] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-10T20:29:45.563546] [INFO ] [sig       ] NEO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:45.711230] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEO.txt
[2025-12-10T20:29:45.711381] [INFO ] [sig       ] [2239/3612] Completed NEO in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:45.711421] [INFO ] [sig       ] [2240/3612] Forecasting NEOG...
[2025-12-10T20:29:45.711450] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-10T20:29:45.711480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-10T20:29:45.723650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-10T20:29:45.723974] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-10T20:29:45.724862] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-10T20:29:45.724914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:45.724947] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:45.724973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:45.725028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:45.787434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:45.788158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:45.788241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:45.788273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:45.913162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:45.913338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:45.913377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:45.913405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:45.917062] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-10T20:29:45.917351] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-10T20:29:45.917488] [INFO ] [sig       ] NEOG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:46.061444] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEOG.txt
[2025-12-10T20:29:46.061620] [INFO ] [sig       ] [2240/3612] Completed NEOG in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:46.061662] [INFO ] [sig       ] [2241/3612] Forecasting NEON...
[2025-12-10T20:29:46.061691] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-10T20:29:46.061721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-10T20:29:46.074310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-10T20:29:46.074695] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-10T20:29:46.075737] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-10T20:29:46.075789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:46.075821] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:46.075847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:46.075903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:46.135689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:46.136589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:46.136668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:46.136699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:46.262165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:46.262506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:46.262545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:46.262592] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:46.266560] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-10T20:29:46.266844] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-10T20:29:46.266969] [INFO ] [sig       ] NEON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:46.411201] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NEON.txt
[2025-12-10T20:29:46.411360] [INFO ] [sig       ] [2241/3612] Completed NEON in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 8.0m
[2025-12-10T20:29:46.411400] [INFO ] [sig       ] [2242/3612] Forecasting NEXA...
[2025-12-10T20:29:46.411432] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-10T20:29:46.411460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-10T20:29:46.422634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-10T20:29:46.423002] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-10T20:29:46.423785] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-10T20:29:46.423835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:46.423865] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:46.423891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:46.423946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:46.480655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:46.481433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:46.481511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:46.481541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:46.603566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:46.603771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:46.603819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:46.603848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:46.607744] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-10T20:29:46.608108] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-10T20:29:46.608441] [INFO ] [sig       ] NEXA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:46.756819] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEXA.txt
[2025-12-10T20:29:46.756971] [INFO ] [sig       ] [2242/3612] Completed NEXA in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:46.757012] [INFO ] [sig       ] [2243/3612] Forecasting NEXN...
[2025-12-10T20:29:46.757043] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-10T20:29:46.757072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-10T20:29:46.768552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-10T20:29:46.768930] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-10T20:29:46.769726] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-10T20:29:46.769776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:46.769820] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:46.769849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:46.769909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:46.828368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:46.829219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:46.829333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:46.829365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:46.950232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:46.950386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:46.950425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:46.950452] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:46.953902] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-10T20:29:46.954231] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-10T20:29:46.954366] [INFO ] [sig       ] NEXN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:47.109795] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NEXN.txt
[2025-12-10T20:29:47.109949] [INFO ] [sig       ] [2243/3612] Completed NEXN in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:47.109987] [INFO ] [sig       ] [2244/3612] Forecasting NFBK...
[2025-12-10T20:29:47.110017] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-10T20:29:47.110045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-10T20:29:47.121785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-10T20:29:47.122151] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-10T20:29:47.122949] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-10T20:29:47.123000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:47.123032] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:47.123063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:47.123120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:47.181676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:47.182555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:47.182659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:47.182692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:47.300508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:47.300660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:47.300700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:47.300728] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:47.303967] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-10T20:29:47.304240] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-10T20:29:47.304358] [INFO ] [sig       ] NFBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:47.447183] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NFBK.txt
[2025-12-10T20:29:47.447536] [INFO ] [sig       ] [2244/3612] Completed NFBK in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:47.447589] [INFO ] [sig       ] [2245/3612] Forecasting NFE...
[2025-12-10T20:29:47.447621] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-10T20:29:47.447650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-10T20:29:47.459205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-10T20:29:47.459547] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-10T20:29:47.460363] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-10T20:29:47.460413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:47.460445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:47.460472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:47.460533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:47.519778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:47.520708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:47.520790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:47.520823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:47.646278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:47.646428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:47.646466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:47.646494] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:47.649842] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-10T20:29:47.650119] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-10T20:29:47.650240] [INFO ] [sig       ] NFE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:47.793185] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NFE.txt
[2025-12-10T20:29:47.793332] [INFO ] [sig       ] [2245/3612] Completed NFE in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:47.793371] [INFO ] [sig       ] [2246/3612] Forecasting NFG...
[2025-12-10T20:29:47.793401] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-10T20:29:47.793430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-10T20:29:47.806173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-10T20:29:47.806514] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-10T20:29:47.807521] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-10T20:29:47.807599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:47.807641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:47.807669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:47.807746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:47.865040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:47.865890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:47.865978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:47.866011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:47.983946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:47.984102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:47.984142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:47.984170] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:47.987597] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-10T20:29:47.987921] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-10T20:29:47.988062] [INFO ] [sig       ] NFG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:48.140658] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NFG.txt
[2025-12-10T20:29:48.140838] [INFO ] [sig       ] [2246/3612] Completed NFG in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:48.140878] [INFO ] [sig       ] [2247/3612] Forecasting NFJ...
[2025-12-10T20:29:48.140914] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-10T20:29:48.140946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-10T20:29:48.154296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-10T20:29:48.154683] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-10T20:29:48.155474] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-10T20:29:48.155526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:48.155559] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:48.155607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:48.155665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:48.214243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:48.215103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:48.215185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:48.215219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:48.336787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:48.336938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:48.336977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:48.337003] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:48.340350] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-10T20:29:48.340671] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-10T20:29:48.340799] [INFO ] [sig       ] NFJ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:48.481745] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NFJ.txt
[2025-12-10T20:29:48.481904] [INFO ] [sig       ] [2247/3612] Completed NFJ in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:48.481954] [INFO ] [sig       ] [2248/3612] Forecasting NFLX...
[2025-12-10T20:29:48.481987] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-10T20:29:48.482028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-10T20:29:48.494741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-10T20:29:48.495088] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-10T20:29:48.495871] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-10T20:29:48.495922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:48.495953] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:48.495981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:48.496037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:48.553624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:48.554436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:48.554521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:48.554554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:48.676003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:48.676157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:48.676195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:48.676222] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:48.679564] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-10T20:29:48.679860] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-10T20:29:48.679989] [INFO ] [sig       ] NFLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:48.820212] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NFLX.txt
[2025-12-10T20:29:48.820365] [INFO ] [sig       ] [2248/3612] Completed NFLX in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:48.820403] [INFO ] [sig       ] [2249/3612] Forecasting NFTY...
[2025-12-10T20:29:48.820433] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-10T20:29:48.820462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-10T20:29:48.832538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-10T20:29:48.832960] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-10T20:29:48.833770] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-10T20:29:48.833825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:48.833859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:48.833888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:48.833947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:48.890631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:48.891495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:48.891604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:48.891640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:49.010120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:49.010280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:49.010320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:49.010349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:49.013815] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-10T20:29:49.014122] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-10T20:29:49.014262] [INFO ] [sig       ] NFTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:49.156247] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NFTY.txt
[2025-12-10T20:29:49.156377] [INFO ] [sig       ] [2249/3612] Completed NFTY in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.9m
[2025-12-10T20:29:49.156414] [INFO ] [sig       ] [2250/3612] Forecasting NGG...
[2025-12-10T20:29:49.156443] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-10T20:29:49.156471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-10T20:29:49.168099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-10T20:29:49.168376] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-10T20:29:49.169156] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-10T20:29:49.169206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:49.169264] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:49.169291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:49.169347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:49.225770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:49.226407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:49.226483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:49.226515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:49.360553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:49.360718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:49.360756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:49.360801] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:49.364444] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-10T20:29:49.364731] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-10T20:29:49.364851] [INFO ] [sig       ] NGG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:49.511627] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NGG.txt
[2025-12-10T20:29:49.511790] [INFO ] [sig       ] [2250/3612] Completed NGG in 0.4s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:49.511831] [INFO ] [sig       ] [2251/3612] Forecasting NGL...
[2025-12-10T20:29:49.511862] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-10T20:29:49.511890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-10T20:29:49.523355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-10T20:29:49.523751] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-10T20:29:49.524520] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-10T20:29:49.524570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:49.524626] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:49.524652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:49.524706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:49.582836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:49.583711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:49.583792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:49.583823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:49.704125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:49.704279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:49.704319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:49.704347] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:49.707709] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-10T20:29:49.708070] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-10T20:29:49.708206] [INFO ] [sig       ] NGL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:49.850012] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NGL.txt
[2025-12-10T20:29:49.850165] [INFO ] [sig       ] [2251/3612] Completed NGL in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:49.850204] [INFO ] [sig       ] [2252/3612] Forecasting NGNE...
[2025-12-10T20:29:49.850233] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-10T20:29:49.850263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-10T20:29:49.862315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-10T20:29:49.862620] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-10T20:29:49.863387] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-10T20:29:49.863437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:49.863467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:49.863493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:49.863548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:49.919752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:49.920367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:49.920441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:49.920494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:50.038237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:50.038387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:50.038425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:50.038452] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:50.041705] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=30.21%)
[2025-12-10T20:29:50.041972] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-10T20:29:50.042091] [INFO ] [sig       ] NGNE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:50.183767] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NGNE.txt
[2025-12-10T20:29:50.183919] [INFO ] [sig       ] [2252/3612] Completed NGNE in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:50.183957] [INFO ] [sig       ] [2253/3612] Forecasting NGS...
[2025-12-10T20:29:50.183987] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-10T20:29:50.184017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-10T20:29:50.195677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-10T20:29:50.195937] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-10T20:29:50.196700] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-10T20:29:50.196749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:50.196779] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:50.196804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:50.196858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:50.252878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:50.253498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:50.253590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:50.253624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:50.373044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:50.373185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:50.373223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:50.373278] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:50.376546] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-12-10T20:29:50.376835] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-10T20:29:50.376954] [INFO ] [sig       ] NGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:50.519372] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NGS.txt
[2025-12-10T20:29:50.519495] [INFO ] [sig       ] [2253/3612] Completed NGS in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:50.519532] [INFO ] [sig       ] [2254/3612] Forecasting NGVC...
[2025-12-10T20:29:50.519560] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-10T20:29:50.519608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-10T20:29:50.532367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-10T20:29:50.532652] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-10T20:29:50.533401] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-10T20:29:50.533449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:50.533479] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:50.533514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:50.533587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:50.594756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:50.595505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:50.595603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:50.595637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:50.716116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:50.716451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:50.716488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:50.716514] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:50.720036] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-10T20:29:50.720315] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-10T20:29:50.720440] [INFO ] [sig       ] NGVC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:50.863846] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NGVC.txt
[2025-12-10T20:29:50.863979] [INFO ] [sig       ] [2254/3612] Completed NGVC in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:50.864016] [INFO ] [sig       ] [2255/3612] Forecasting NHI...
[2025-12-10T20:29:50.864044] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-10T20:29:50.864074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-10T20:29:50.874980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-10T20:29:50.875261] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-10T20:29:50.876026] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-10T20:29:50.876075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:50.876105] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:50.876135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:50.876190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:50.933236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:50.933949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:50.934024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:50.934055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:51.052337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:51.052474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:51.052512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:51.052540] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:51.055771] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-10T20:29:51.056043] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-10T20:29:51.056164] [INFO ] [sig       ] NHI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:51.198814] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NHI.txt
[2025-12-10T20:29:51.198965] [INFO ] [sig       ] [2255/3612] Completed NHI in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:51.199004] [INFO ] [sig       ] [2256/3612] Forecasting NHTC...
[2025-12-10T20:29:51.199032] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-10T20:29:51.199062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-10T20:29:51.211028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-10T20:29:51.211386] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-10T20:29:51.212164] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-10T20:29:51.212213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:51.212242] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:51.212267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:51.212322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:51.268700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:51.269457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:51.269535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:51.269566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:51.380336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:51.380496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:51.380535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:51.380563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:51.383848] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-10T20:29:51.384111] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-10T20:29:51.384233] [INFO ] [sig       ] NHTC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:51.530264] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NHTC.txt
[2025-12-10T20:29:51.530403] [INFO ] [sig       ] [2256/3612] Completed NHTC in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:51.530442] [INFO ] [sig       ] [2257/3612] Forecasting NI...
[2025-12-10T20:29:51.530470] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-10T20:29:51.530498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-10T20:29:51.541904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-10T20:29:51.542195] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-10T20:29:51.542967] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-10T20:29:51.543016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:51.543046] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:51.543072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:51.543127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:51.600852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:51.601475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:51.601549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:51.601597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:51.725189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:51.725335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:51.725373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:51.725400] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:51.729111] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-10T20:29:51.729388] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-10T20:29:51.729509] [INFO ] [sig       ] NI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:51.868485] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NI.txt
[2025-12-10T20:29:51.868657] [INFO ] [sig       ] [2257/3612] Completed NI in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:51.868700] [INFO ] [sig       ] [2258/3612] Forecasting NIC...
[2025-12-10T20:29:51.868729] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-10T20:29:51.868766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-10T20:29:51.880837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-10T20:29:51.881224] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-10T20:29:51.882014] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-10T20:29:51.882064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:51.882095] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:51.882120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:51.882184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:51.938243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:51.939090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:51.939169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:51.939200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:52.054589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:52.054741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:52.054778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:52.054806] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:52.058325] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-10T20:29:52.058656] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-10T20:29:52.058787] [INFO ] [sig       ] NIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:52.195328] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NIC.txt
[2025-12-10T20:29:52.195476] [INFO ] [sig       ] [2258/3612] Completed NIC in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.9m
[2025-12-10T20:29:52.195516] [INFO ] [sig       ] [2259/3612] Forecasting NICE...
[2025-12-10T20:29:52.195544] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-10T20:29:52.195590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-10T20:29:52.207775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-10T20:29:52.208175] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-10T20:29:52.209015] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-10T20:29:52.209065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:52.209096] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:52.209124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:52.209186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:52.265389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:52.266253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:52.266333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:52.266364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:52.387946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:52.388050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:52.388085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:52.388112] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:52.391158] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-10T20:29:52.391417] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-10T20:29:52.391535] [INFO ] [sig       ] NICE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:52.529672] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NICE.txt
[2025-12-10T20:29:52.529789] [INFO ] [sig       ] [2259/3612] Completed NICE in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:52.529827] [INFO ] [sig       ] [2260/3612] Forecasting NIE...
[2025-12-10T20:29:52.529854] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-10T20:29:52.529882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-10T20:29:52.542261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-10T20:29:52.542608] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-10T20:29:52.543379] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-10T20:29:52.543429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:52.543459] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:52.543486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:52.543540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:52.599270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:52.600101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:52.600220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:52.600254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:52.717414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:52.717591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:52.717630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:52.717658] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:52.721131] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-10T20:29:52.721402] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-10T20:29:52.721523] [INFO ] [sig       ] NIE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:52.865653] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NIE.txt
[2025-12-10T20:29:52.865809] [INFO ] [sig       ] [2260/3612] Completed NIE in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:52.865847] [INFO ] [sig       ] [2261/3612] Forecasting NIKL...
[2025-12-10T20:29:52.865877] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-10T20:29:52.865905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-10T20:29:52.878963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-10T20:29:52.879361] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-10T20:29:52.880230] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-10T20:29:52.880283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:52.880314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:52.880520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:52.880598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:52.939836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:52.940659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:52.940736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:52.940767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:53.055478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:53.055634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:53.055671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:53.055698] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:53.059267] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2025-12-10T20:29:53.059614] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-10T20:29:53.059755] [INFO ] [sig       ] NIKL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:53.200872] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NIKL.txt
[2025-12-10T20:29:53.201000] [INFO ] [sig       ] [2261/3612] Completed NIKL in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:53.201038] [INFO ] [sig       ] [2262/3612] Forecasting NIM...
[2025-12-10T20:29:53.201066] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-10T20:29:53.201093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-10T20:29:53.212675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-10T20:29:53.212987] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-10T20:29:53.213766] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-10T20:29:53.213816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:53.213847] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:53.213873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:53.213927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:53.270938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:53.271821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:53.271899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:53.271931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:53.380936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:53.381114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:53.381153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:53.381180] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:53.384688] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-10T20:29:53.385049] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-10T20:29:53.385194] [INFO ] [sig       ] NIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:53.534927] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NIM.txt
[2025-12-10T20:29:53.535056] [INFO ] [sig       ] [2262/3612] Completed NIM in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:53.535093] [INFO ] [sig       ] [2263/3612] Forecasting NIO...
[2025-12-10T20:29:53.535121] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-10T20:29:53.535151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-10T20:29:53.546700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-10T20:29:53.546984] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-10T20:29:53.547764] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-10T20:29:53.547813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:53.547844] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:53.547869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:53.547923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:53.606175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:53.607044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:53.607125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:53.607156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:53.726040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:53.726188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:53.726226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:53.726253] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:53.729468] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-12-10T20:29:53.729752] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-10T20:29:53.729871] [INFO ] [sig       ] NIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:53.868775] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NIO.txt
[2025-12-10T20:29:53.868918] [INFO ] [sig       ] [2263/3612] Completed NIO in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:53.868956] [INFO ] [sig       ] [2264/3612] Forecasting NIPG...
[2025-12-10T20:29:53.868985] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-10T20:29:53.869014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-10T20:29:53.879740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-10T20:29:53.880014] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-10T20:29:53.880780] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-10T20:29:53.880829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:53.880859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:53.880885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:53.880940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:53.936978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:53.937633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:53.937708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:53.937762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:54.049596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:54.049736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:54.049773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:54.049799] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:54.052978] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-10T20:29:54.053244] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-10T20:29:54.053364] [INFO ] [sig       ] NIPG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:54.196349] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NIPG.txt
[2025-12-10T20:29:54.196487] [INFO ] [sig       ] [2264/3612] Completed NIPG in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:54.196524] [INFO ] [sig       ] [2265/3612] Forecasting NISN...
[2025-12-10T20:29:54.196551] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-10T20:29:54.196598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-10T20:29:54.208312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-10T20:29:54.208630] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-10T20:29:54.209374] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-10T20:29:54.209632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:54.209666] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:54.209692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:54.209747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:54.268402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:54.269255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:54.269334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:54.269364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:54.380331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:54.380490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:54.380529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:54.380558] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:54.384314] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-10T20:29:54.384642] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-10T20:29:54.384778] [INFO ] [sig       ] NISN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:54.528784] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NISN.txt
[2025-12-10T20:29:54.528933] [INFO ] [sig       ] [2265/3612] Completed NISN in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:54.528974] [INFO ] [sig       ] [2266/3612] Forecasting NITO...
[2025-12-10T20:29:54.529002] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-10T20:29:54.529031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-10T20:29:54.541068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-10T20:29:54.541431] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-10T20:29:54.542196] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-10T20:29:54.542246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:54.542277] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:54.542303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:54.542357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:54.599101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:54.600154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:54.600236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:54.600266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:54.716624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:54.716779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:54.716816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:54.716844] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:54.720210] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-10T20:29:54.720508] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-10T20:29:54.720654] [INFO ] [sig       ] NITO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:54.868319] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NITO.txt
[2025-12-10T20:29:54.868457] [INFO ] [sig       ] [2266/3612] Completed NITO in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.8m
[2025-12-10T20:29:54.868496] [INFO ] [sig       ] [2267/3612] Forecasting NKSH...
[2025-12-10T20:29:54.868524] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-10T20:29:54.868552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-10T20:29:54.880194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-10T20:29:54.880785] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-10T20:29:54.881822] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-10T20:29:54.881886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:54.881944] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:54.881971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:54.882025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:54.941044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:54.942067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:54.942147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:54.942178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:55.061602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:55.061766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:55.061807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:55.061836] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:55.065516] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-10T20:29:55.065952] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-10T20:29:55.066110] [INFO ] [sig       ] NKSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:55.211682] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NKSH.txt
[2025-12-10T20:29:55.211847] [INFO ] [sig       ] [2267/3612] Completed NKSH in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:55.211887] [INFO ] [sig       ] [2268/3612] Forecasting NKTX...
[2025-12-10T20:29:55.211917] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-10T20:29:55.211946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-10T20:29:55.223842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-10T20:29:55.224193] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-10T20:29:55.224984] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-10T20:29:55.225034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:55.225064] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:55.225090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:55.225144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:55.283416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:55.284105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:55.284186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:55.284219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:55.399178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:55.399338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:55.399378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:55.399621] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:55.403142] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=27.33%)
[2025-12-10T20:29:55.403633] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-10T20:29:55.403756] [INFO ] [sig       ] NKTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:55.544496] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NKTX.txt
[2025-12-10T20:29:55.544672] [INFO ] [sig       ] [2268/3612] Completed NKTX in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:55.544716] [INFO ] [sig       ] [2269/3612] Forecasting NKX...
[2025-12-10T20:29:55.544744] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-10T20:29:55.544772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-10T20:29:55.557145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-10T20:29:55.557437] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-10T20:29:55.558421] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-10T20:29:55.558470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:55.558500] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:55.558525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:55.558605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:55.616814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:55.617531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:55.617629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:55.617662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:55.735695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:55.735844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:55.735884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:55.735912] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:55.739360] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-10T20:29:55.739650] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-10T20:29:55.739771] [INFO ] [sig       ] NKX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:55.881691] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NKX.txt
[2025-12-10T20:29:55.881821] [INFO ] [sig       ] [2269/3612] Completed NKX in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:55.881858] [INFO ] [sig       ] [2270/3612] Forecasting NLOP...
[2025-12-10T20:29:55.881887] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-10T20:29:55.881915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-10T20:29:55.894216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-10T20:29:55.894490] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-10T20:29:55.895253] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-10T20:29:55.895303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:55.895334] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:55.895359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:55.895413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:55.950963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:55.951564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:55.951675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:55.951706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:56.065182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:56.065327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:56.065365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:56.065638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:56.069283] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-10T20:29:56.069761] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-10T20:29:56.069884] [INFO ] [sig       ] NLOP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:56.210394] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NLOP.txt
[2025-12-10T20:29:56.210522] [INFO ] [sig       ] [2270/3612] Completed NLOP in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:56.210567] [INFO ] [sig       ] [2271/3612] Forecasting NLY...
[2025-12-10T20:29:56.210614] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-10T20:29:56.210643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-10T20:29:56.223006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-10T20:29:56.223295] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-10T20:29:56.224068] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-10T20:29:56.224119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:56.224150] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:56.224176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:56.224231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:56.280817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:56.281496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:56.281589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:56.281623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:56.402815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:56.402971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:56.403010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:56.403040] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:56.406732] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2025-12-10T20:29:56.407036] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-10T20:29:56.407167] [INFO ] [sig       ] NLY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:56.550276] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NLY.txt
[2025-12-10T20:29:56.550428] [INFO ] [sig       ] [2271/3612] Completed NLY in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:56.550466] [INFO ] [sig       ] [2272/3612] Forecasting NMAI...
[2025-12-10T20:29:56.550497] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-10T20:29:56.550526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-10T20:29:56.562500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-10T20:29:56.562867] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-10T20:29:56.563637] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-10T20:29:56.563687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:56.563718] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:56.563744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:56.563800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:56.619954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:56.620800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:56.620887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:56.620921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:56.737620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:56.737805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:56.737848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:56.737877] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:56.741238] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-10T20:29:56.741515] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-10T20:29:56.741677] [INFO ] [sig       ] NMAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:56.882496] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NMAI.txt
[2025-12-10T20:29:56.882670] [INFO ] [sig       ] [2272/3612] Completed NMAI in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:56.882711] [INFO ] [sig       ] [2273/3612] Forecasting NMCO...
[2025-12-10T20:29:56.882740] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-10T20:29:56.882770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-10T20:29:56.894681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-10T20:29:56.895057] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-10T20:29:56.895836] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-10T20:29:56.895887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:56.895918] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:56.895944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:56.895998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:56.953307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:56.954183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:56.954267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:56.954299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:57.073168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:57.073329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:57.073367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:57.073393] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:57.076741] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=86.44%)
[2025-12-10T20:29:57.077029] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-10T20:29:57.077156] [INFO ] [sig       ] NMCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:57.220056] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NMCO.txt
[2025-12-10T20:29:57.220200] [INFO ] [sig       ] [2273/3612] Completed NMCO in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:57.220239] [INFO ] [sig       ] [2274/3612] Forecasting NMFC...
[2025-12-10T20:29:57.220269] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-10T20:29:57.220298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-10T20:29:57.233819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-10T20:29:57.234193] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-10T20:29:57.235006] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-10T20:29:57.235057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:57.235090] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:57.235116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:57.235172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:57.292137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:57.293000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:57.293080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:57.293112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:57.407803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:57.407962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:57.408019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:57.408048] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:57.411376] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-12-10T20:29:57.411674] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-10T20:29:57.411798] [INFO ] [sig       ] NMFC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:57.552245] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NMFC.txt
[2025-12-10T20:29:57.552399] [INFO ] [sig       ] [2274/3612] Completed NMFC in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:57.552440] [INFO ] [sig       ] [2275/3612] Forecasting NMG...
[2025-12-10T20:29:57.552468] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-10T20:29:57.552497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-10T20:29:57.564052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-10T20:29:57.564317] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-10T20:29:57.565077] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-10T20:29:57.565127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:57.565158] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:57.565183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:57.565237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:57.622033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:57.622890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:57.622973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:57.623004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:57.738836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:57.738990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:57.739029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:57.739058] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:57.742336] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-10T20:29:57.742616] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-10T20:29:57.742735] [INFO ] [sig       ] NMG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:57.886860] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NMG.txt
[2025-12-10T20:29:57.887010] [INFO ] [sig       ] [2275/3612] Completed NMG in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.8m
[2025-12-10T20:29:57.887048] [INFO ] [sig       ] [2276/3612] Forecasting NMI...
[2025-12-10T20:29:57.887076] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-10T20:29:57.887106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-10T20:29:57.898117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-10T20:29:57.898459] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-10T20:29:57.899236] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-10T20:29:57.899288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:57.899319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:57.899344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:57.899399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:57.955287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:57.956090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:57.956185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:57.956218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:58.059935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:58.060092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:58.060133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:58.060160] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:58.063498] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=42.25%)
[2025-12-10T20:29:58.063812] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-10T20:29:58.063961] [INFO ] [sig       ] NMI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:58.209683] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NMI.txt
[2025-12-10T20:29:58.209837] [INFO ] [sig       ] [2276/3612] Completed NMI in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:29:58.209879] [INFO ] [sig       ] [2277/3612] Forecasting NMIH...
[2025-12-10T20:29:58.209909] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-10T20:29:58.209941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-10T20:29:58.221613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-10T20:29:58.221933] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-10T20:29:58.222723] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-10T20:29:58.222775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:58.222807] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:58.222835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:58.222893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:58.281116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:58.282030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:58.282150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:58.282185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:58.397048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:58.397193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:58.397231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:58.397258] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:58.400640] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=80.79%)
[2025-12-10T20:29:58.400916] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-10T20:29:58.401043] [INFO ] [sig       ] NMIH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:58.547294] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NMIH.txt
[2025-12-10T20:29:58.547442] [INFO ] [sig       ] [2277/3612] Completed NMIH in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:29:58.547481] [INFO ] [sig       ] [2278/3612] Forecasting NMM...
[2025-12-10T20:29:58.547510] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-10T20:29:58.547539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-10T20:29:58.559271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-10T20:29:58.559822] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-10T20:29:58.560662] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-10T20:29:58.560715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:58.560758] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:58.560786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:58.560842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:58.621842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:58.622689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:58.622771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:58.622803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:58.743937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:58.744082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:58.744120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:58.744147] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:58.747409] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-10T20:29:58.747689] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-10T20:29:58.747829] [INFO ] [sig       ] NMM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:58.890132] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NMM.txt
[2025-12-10T20:29:58.890284] [INFO ] [sig       ] [2278/3612] Completed NMM in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:29:58.890324] [INFO ] [sig       ] [2279/3612] Forecasting NMRA...
[2025-12-10T20:29:58.890352] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-10T20:29:58.890380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-10T20:29:58.901700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-10T20:29:58.902024] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-10T20:29:58.902785] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-10T20:29:58.902834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:58.902864] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:58.902890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:58.902945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:58.961354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:58.962189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:58.962271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:58.962306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:59.086436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:59.086607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:59.086646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:59.086673] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:59.090253] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-10T20:29:59.090529] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-10T20:29:59.090670] [INFO ] [sig       ] NMRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:59.234005] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NMRA.txt
[2025-12-10T20:29:59.234138] [INFO ] [sig       ] [2279/3612] Completed NMRA in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:29:59.234174] [INFO ] [sig       ] [2280/3612] Forecasting NMRK...
[2025-12-10T20:29:59.234204] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-10T20:29:59.234233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-10T20:29:59.245483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-10T20:29:59.245854] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-10T20:29:59.246642] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-10T20:29:59.246692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:59.246722] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:59.246748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:59.246802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:59.303508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:59.304278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:59.304357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:59.304388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:59.426808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:59.426955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:59.426992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:59.427019] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:59.430293] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-10T20:29:59.430557] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-10T20:29:59.430691] [INFO ] [sig       ] NMRK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:29:59.569663] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NMRK.txt
[2025-12-10T20:29:59.569841] [INFO ] [sig       ] [2280/3612] Completed NMRK in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:29:59.569895] [INFO ] [sig       ] [2281/3612] Forecasting NN...
[2025-12-10T20:29:59.569935] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-10T20:29:59.569976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-10T20:29:59.581692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-10T20:29:59.582021] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-10T20:29:59.582820] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-10T20:29:59.582871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:59.582904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:59.582931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:59.582986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:59.640063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:59.640721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:59.640795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:59.640827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:29:59.760457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:29:59.760627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:29:59.760672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:29:59.760704] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:29:59.765239] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-10T20:29:59.765551] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-10T20:29:59.765711] [INFO ] [sig       ] NN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:29:59.915650] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NN.txt
[2025-12-10T20:29:59.915809] [INFO ] [sig       ] [2281/3612] Completed NN in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:29:59.915847] [INFO ] [sig       ] [2282/3612] Forecasting NNDM...
[2025-12-10T20:29:59.915884] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-10T20:29:59.915914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-10T20:29:59.927486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-10T20:29:59.927862] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-10T20:29:59.928632] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-10T20:29:59.928681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:29:59.928712] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:29:59.928738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:29:59.928793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:29:59.985989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:29:59.986836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:29:59.986914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:29:59.986946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:00.108806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:00.108956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:00.108994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:00.109021] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:00.112299] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-10T20:30:00.112585] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-10T20:30:00.112708] [INFO ] [sig       ] NNDM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:00.255862] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NNDM.txt
[2025-12-10T20:30:00.256014] [INFO ] [sig       ] [2282/3612] Completed NNDM in 0.3s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:30:00.256054] [INFO ] [sig       ] [2283/3612] Forecasting NNE...
[2025-12-10T20:30:00.256082] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-10T20:30:00.256111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-10T20:30:00.267188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-10T20:30:00.267530] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-10T20:30:00.268388] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-10T20:30:00.268440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:00.268471] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:00.268497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:00.268749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:00.328470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:00.329324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:00.329407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:00.329441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:00.457534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:00.457697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:00.457756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:00.457787] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:00.461128] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-10T20:30:00.461459] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-10T20:30:00.461804] [INFO ] [sig       ] NNE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:00.611857] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NNE.txt
[2025-12-10T20:30:00.612006] [INFO ] [sig       ] [2283/3612] Completed NNE in 0.4s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:30:00.612047] [INFO ] [sig       ] [2284/3612] Forecasting NNI...
[2025-12-10T20:30:00.612076] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-10T20:30:00.612105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-10T20:30:00.623965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-10T20:30:00.624284] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-10T20:30:00.625052] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-10T20:30:00.625101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:00.625157] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:00.625185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:00.625240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:00.686630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:00.687935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:00.688019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:00.688051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:00.808046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:00.808167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:00.808205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:00.808232] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:00.811631] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-10T20:30:00.811947] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-10T20:30:00.812083] [INFO ] [sig       ] NNI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:00.972251] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NNI.txt
[2025-12-10T20:30:00.972400] [INFO ] [sig       ] [2284/3612] Completed NNI in 0.4s | 2.87 sym/s | Total: 13.2m | ETA: 7.7m
[2025-12-10T20:30:00.972441] [INFO ] [sig       ] [2285/3612] Forecasting NNN...
[2025-12-10T20:30:00.972469] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-10T20:30:00.972497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-10T20:30:00.986314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-10T20:30:00.986794] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-10T20:30:00.987598] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-10T20:30:00.987649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:00.987681] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:00.987706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:00.987787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:01.043868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:01.044782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:01.044869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:01.044900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:01.161957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:01.162116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:01.162154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:01.162202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:01.165514] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-10T20:30:01.165798] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-10T20:30:01.165920] [INFO ] [sig       ] NNN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:01.311135] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NNN.txt
[2025-12-10T20:30:01.311298] [INFO ] [sig       ] [2285/3612] Completed NNN in 0.3s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:01.311339] [INFO ] [sig       ] [2286/3612] Forecasting NNOX...
[2025-12-10T20:30:01.311368] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-10T20:30:01.311398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-10T20:30:01.324335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-10T20:30:01.324904] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-10T20:30:01.325675] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-10T20:30:01.325724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:01.325755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:01.325780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:01.325833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:01.384655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:01.385403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:01.385483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:01.385515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:01.516485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:01.516654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:01.516694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:01.516720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:01.520097] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-12-10T20:30:01.520398] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-10T20:30:01.520530] [INFO ] [sig       ] NNOX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:01.661458] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NNOX.txt
[2025-12-10T20:30:01.661643] [INFO ] [sig       ] [2286/3612] Completed NNOX in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:01.661688] [INFO ] [sig       ] [2287/3612] Forecasting NNY...
[2025-12-10T20:30:01.661717] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-10T20:30:01.661748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-10T20:30:01.673154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-10T20:30:01.673504] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-10T20:30:01.674280] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-10T20:30:01.674329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:01.674362] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:01.674389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:01.674443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:01.732239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:01.733216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:01.733312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:01.733355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:01.845669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:01.845830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:01.845869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:01.845933] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:01.849523] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-12-10T20:30:01.849859] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-10T20:30:01.850009] [INFO ] [sig       ] NNY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:01.991913] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NNY.txt
[2025-12-10T20:30:01.992070] [INFO ] [sig       ] [2287/3612] Completed NNY in 0.3s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:01.992111] [INFO ] [sig       ] [2288/3612] Forecasting NOA...
[2025-12-10T20:30:01.992139] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-10T20:30:01.992168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-10T20:30:02.081459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-10T20:30:02.082021] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-10T20:30:02.082974] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-10T20:30:02.083029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:02.083063] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:02.083091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:02.083148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:02.142850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:02.143984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:02.144084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:02.144118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:02.274139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:02.274390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:02.274435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:02.274466] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:02.278323] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-10T20:30:02.278719] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-10T20:30:02.278868] [INFO ] [sig       ] NOA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:02.427432] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NOA.txt
[2025-12-10T20:30:02.427659] [INFO ] [sig       ] [2288/3612] Completed NOA in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:02.427747] [INFO ] [sig       ] [2289/3612] Forecasting NOAH...
[2025-12-10T20:30:02.427789] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-10T20:30:02.427821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-10T20:30:02.442665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-10T20:30:02.443132] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-10T20:30:02.444045] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-10T20:30:02.444097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:02.444130] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:02.444156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:02.444232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:02.503423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:02.504558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:02.504682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:02.504716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:02.626075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:02.626306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:02.626352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:02.626382] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:02.630324] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-10T20:30:02.630692] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-10T20:30:02.630833] [INFO ] [sig       ] NOAH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:02.777179] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NOAH.txt
[2025-12-10T20:30:02.777396] [INFO ] [sig       ] [2289/3612] Completed NOAH in 0.3s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:02.777439] [INFO ] [sig       ] [2290/3612] Forecasting NODK...
[2025-12-10T20:30:02.777469] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-10T20:30:02.777502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-10T20:30:02.789517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-10T20:30:02.789941] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-10T20:30:02.790877] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-10T20:30:02.790929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:02.790962] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:02.790988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:02.791046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:02.849473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:02.850643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:02.850741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:02.850774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:02.958886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:02.959105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:02.959156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:02.959188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:02.963296] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=0.05%)
[2025-12-10T20:30:02.963642] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-10T20:30:02.963784] [INFO ] [sig       ] NODK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:03.109656] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NODK.txt
[2025-12-10T20:30:03.109862] [INFO ] [sig       ] [2290/3612] Completed NODK in 0.3s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:03.109906] [INFO ] [sig       ] [2291/3612] Forecasting NOG...
[2025-12-10T20:30:03.109935] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-10T20:30:03.109965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-10T20:30:03.202957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-10T20:30:03.203622] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-10T20:30:03.204793] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-10T20:30:03.204874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:03.204910] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:03.204937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:03.204998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:03.268410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:03.269560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:03.269680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:03.269716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:03.393871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:03.394099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:03.394147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:03.394187] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:03.398145] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-10T20:30:03.398479] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-10T20:30:03.398642] [INFO ] [sig       ] NOG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:03.543505] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NOG.txt
[2025-12-10T20:30:03.543750] [INFO ] [sig       ] [2291/3612] Completed NOG in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:03.543798] [INFO ] [sig       ] [2292/3612] Forecasting NOMD...
[2025-12-10T20:30:03.543827] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-10T20:30:03.543857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-10T20:30:03.558262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-10T20:30:03.558872] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-10T20:30:03.560080] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-10T20:30:03.560142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:03.560185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:03.560226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:03.560310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:03.621103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:03.622248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:03.622345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:03.622377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:03.749426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:03.749662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:03.749706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:03.749734] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:03.753459] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-10T20:30:03.753779] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-10T20:30:03.753912] [INFO ] [sig       ] NOMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:03.902437] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NOMD.txt
[2025-12-10T20:30:03.902663] [INFO ] [sig       ] [2292/3612] Completed NOMD in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:03.902709] [INFO ] [sig       ] [2293/3612] Forecasting NOTE...
[2025-12-10T20:30:03.902738] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-10T20:30:03.902768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-10T20:30:03.916027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-10T20:30:03.916466] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-10T20:30:03.917360] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-10T20:30:03.917412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:03.917445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:03.917471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:03.917528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:03.979226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:03.980392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:03.980503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:03.980550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:04.109395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:04.109664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:04.109710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:04.109737] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:04.113975] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-10T20:30:04.114287] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-10T20:30:04.114419] [INFO ] [sig       ] NOTE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:04.265943] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NOTE.txt
[2025-12-10T20:30:04.266165] [INFO ] [sig       ] [2293/3612] Completed NOTE in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.7m
[2025-12-10T20:30:04.266219] [INFO ] [sig       ] [2294/3612] Forecasting NPCE...
[2025-12-10T20:30:04.266260] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-10T20:30:04.266302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-10T20:30:04.280204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-10T20:30:04.280755] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-10T20:30:04.281649] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-10T20:30:04.281705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:04.281739] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:04.281767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:04.281825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:04.343035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:04.343998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:04.344120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:04.344154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:04.471197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:04.471349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:04.471394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:04.471424] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:04.474825] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-10T20:30:04.475094] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-10T20:30:04.475212] [INFO ] [sig       ] NPCE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:04.615339] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NPCE.txt
[2025-12-10T20:30:04.615513] [INFO ] [sig       ] [2294/3612] Completed NPCE in 0.3s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:04.615556] [INFO ] [sig       ] [2295/3612] Forecasting NPFD...
[2025-12-10T20:30:04.615618] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-10T20:30:04.615669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-10T20:30:04.628989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-10T20:30:04.629328] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-10T20:30:04.630094] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-10T20:30:04.630143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:04.630174] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:04.630199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:04.630254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:04.690529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:04.691429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:04.691516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:04.691549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:04.826330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:04.826483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:04.826523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:04.826761] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:04.830228] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-10T20:30:04.830509] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-10T20:30:04.830657] [INFO ] [sig       ] NPFD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:04.984017] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NPFD.txt
[2025-12-10T20:30:04.984175] [INFO ] [sig       ] [2295/3612] Completed NPFD in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:04.984218] [INFO ] [sig       ] [2296/3612] Forecasting NPK...
[2025-12-10T20:30:04.984251] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-10T20:30:04.984281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-10T20:30:04.996035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-10T20:30:04.996408] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-10T20:30:04.997247] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-10T20:30:04.997299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:04.997331] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:04.997358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:04.997414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:05.057626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:05.058722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:05.058811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:05.058844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:05.194426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:05.194614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:05.194664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:05.194695] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:05.198525] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-10T20:30:05.199056] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-10T20:30:05.199183] [INFO ] [sig       ] NPK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:05.338223] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NPK.txt
[2025-12-10T20:30:05.338375] [INFO ] [sig       ] [2296/3612] Completed NPK in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:05.338417] [INFO ] [sig       ] [2297/3612] Forecasting NPO...
[2025-12-10T20:30:05.338446] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-10T20:30:05.338475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-10T20:30:05.350557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-10T20:30:05.350941] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-10T20:30:05.351731] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-10T20:30:05.351781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:05.351813] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:05.351840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:05.351900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:05.408561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:05.409468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:05.409560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:05.409614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:05.532344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:05.532509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:05.532549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:05.532598] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:05.536185] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-10T20:30:05.536497] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-10T20:30:05.536656] [INFO ] [sig       ] NPO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:05.695095] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NPO.txt
[2025-12-10T20:30:05.695317] [INFO ] [sig       ] [2297/3612] Completed NPO in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:05.695361] [INFO ] [sig       ] [2298/3612] Forecasting NQP...
[2025-12-10T20:30:05.695391] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-10T20:30:05.695421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-10T20:30:05.708405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-10T20:30:05.708848] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-10T20:30:05.709702] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-10T20:30:05.709754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:05.709787] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:05.709813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:05.709882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:05.771615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:05.772457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:05.772541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:05.772590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:05.897008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:05.897174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:05.897241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:05.897271] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:05.901285] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-10T20:30:05.901607] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-10T20:30:05.901740] [INFO ] [sig       ] NQP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:06.046272] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NQP.txt
[2025-12-10T20:30:06.046445] [INFO ] [sig       ] [2298/3612] Completed NQP in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:06.046486] [INFO ] [sig       ] [2299/3612] Forecasting NRC...
[2025-12-10T20:30:06.046517] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-10T20:30:06.046548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-10T20:30:06.059023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-10T20:30:06.059415] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-10T20:30:06.060223] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-10T20:30:06.060275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:06.060305] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:06.060330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:06.060385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:06.117960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:06.119025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:06.119108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:06.119140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:06.240608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:06.240763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:06.240802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:06.240829] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:06.244274] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-10T20:30:06.244551] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-10T20:30:06.244694] [INFO ] [sig       ] NRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:06.390400] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NRC.txt
[2025-12-10T20:30:06.390550] [INFO ] [sig       ] [2299/3612] Completed NRC in 0.3s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:06.390807] [INFO ] [sig       ] [2300/3612] Forecasting NRDS...
[2025-12-10T20:30:06.390837] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-10T20:30:06.390866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-10T20:30:06.405301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-10T20:30:06.405741] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-10T20:30:06.406543] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-10T20:30:06.406625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:06.406660] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:06.406875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:06.406929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:06.471886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:06.472939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:06.473018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:06.473049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:06.599485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:06.599856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:06.599898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:06.599925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:06.603425] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-10T20:30:06.603759] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-10T20:30:06.603901] [INFO ] [sig       ] NRDS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:06.760034] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRDS.txt
[2025-12-10T20:30:06.760185] [INFO ] [sig       ] [2300/3612] Completed NRDS in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:06.760227] [INFO ] [sig       ] [2301/3612] Forecasting NREF...
[2025-12-10T20:30:06.760255] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-10T20:30:06.760284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-10T20:30:06.774350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-10T20:30:06.774945] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-10T20:30:06.775927] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-10T20:30:06.775981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:06.776055] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:06.776084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:06.776148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:06.839262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:06.840398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:06.840496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:06.840531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:06.974927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:06.975151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:06.975193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:06.975220] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:06.979101] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-10T20:30:06.979477] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-10T20:30:06.979648] [INFO ] [sig       ] NREF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:07.133087] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NREF.txt
[2025-12-10T20:30:07.133280] [INFO ] [sig       ] [2301/3612] Completed NREF in 0.4s | 2.87 sym/s | Total: 13.3m | ETA: 7.6m
[2025-12-10T20:30:07.133321] [INFO ] [sig       ] [2302/3612] Forecasting NRG...
[2025-12-10T20:30:07.133353] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-10T20:30:07.133383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-10T20:30:07.147029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-10T20:30:07.147424] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-10T20:30:07.148263] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-10T20:30:07.148315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:07.148358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:07.148386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:07.148442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:07.214101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:07.215258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:07.215360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:07.215406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:07.357643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:07.357839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:07.357906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:07.357952] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:07.361993] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2025-12-10T20:30:07.362338] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-10T20:30:07.362478] [INFO ] [sig       ] NRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:07.524548] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRG.txt
[2025-12-10T20:30:07.524727] [INFO ] [sig       ] [2302/3612] Completed NRG in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:07.524767] [INFO ] [sig       ] [2303/3612] Forecasting NRIM...
[2025-12-10T20:30:07.524795] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-10T20:30:07.524823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-10T20:30:07.538042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-10T20:30:07.538440] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-10T20:30:07.539236] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-10T20:30:07.539287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:07.539318] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:07.539344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:07.539399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:07.598014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:07.598952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:07.599038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:07.599071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:07.732850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:07.733012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:07.733052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:07.733080] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:07.736745] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-10T20:30:07.737058] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-10T20:30:07.737191] [INFO ] [sig       ] NRIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:07.886812] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRIM.txt
[2025-12-10T20:30:07.886966] [INFO ] [sig       ] [2303/3612] Completed NRIM in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:07.887004] [INFO ] [sig       ] [2304/3612] Forecasting NRIX...
[2025-12-10T20:30:07.887034] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-10T20:30:07.887064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-10T20:30:07.899705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-10T20:30:07.900100] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-10T20:30:07.901095] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-10T20:30:07.901146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:07.901176] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:07.901201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:07.901254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:07.961798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:07.962899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:07.963157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:07.963189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:08.093112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:08.093258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:08.093296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:08.093357] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:08.097100] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-10T20:30:08.097368] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-10T20:30:08.097488] [INFO ] [sig       ] NRIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:08.245314] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRIX.txt
[2025-12-10T20:30:08.245465] [INFO ] [sig       ] [2304/3612] Completed NRIX in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:08.245505] [INFO ] [sig       ] [2305/3612] Forecasting NRK...
[2025-12-10T20:30:08.245533] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-10T20:30:08.245562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-10T20:30:08.257050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-10T20:30:08.257383] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-10T20:30:08.258248] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-10T20:30:08.258301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:08.258333] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:08.258360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:08.258416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:08.318953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:08.319792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:08.319874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:08.319905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:08.436827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:08.436972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:08.437009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:08.437036] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:08.440343] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-10T20:30:08.440635] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-10T20:30:08.440762] [INFO ] [sig       ] NRK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:08.583751] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRK.txt
[2025-12-10T20:30:08.583913] [INFO ] [sig       ] [2305/3612] Completed NRK in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:08.583961] [INFO ] [sig       ] [2306/3612] Forecasting NRP...
[2025-12-10T20:30:08.583993] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-10T20:30:08.584024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-10T20:30:08.597477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-10T20:30:08.598085] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-10T20:30:08.599016] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-10T20:30:08.599068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:08.599101] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:08.599127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:08.599183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:08.657677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:08.658925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:08.659021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:08.659055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:08.783434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:08.783685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:08.783731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:08.783762] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:08.788093] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-10T20:30:08.788433] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-10T20:30:08.788599] [INFO ] [sig       ] NRP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:08.936663] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRP.txt
[2025-12-10T20:30:08.936832] [INFO ] [sig       ] [2306/3612] Completed NRP in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:08.936873] [INFO ] [sig       ] [2307/3612] Forecasting NRXP...
[2025-12-10T20:30:08.936902] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-10T20:30:08.936933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-10T20:30:08.950418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-10T20:30:08.951037] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-10T20:30:08.952040] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-10T20:30:08.952090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:08.952121] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:08.952147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:08.952202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:09.012600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:09.013941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:09.014055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:09.014091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:09.139947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:09.140177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:09.140220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:09.140248] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:09.144389] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-10T20:30:09.144730] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-10T20:30:09.144895] [INFO ] [sig       ] NRXP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:09.293198] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NRXP.txt
[2025-12-10T20:30:09.293793] [INFO ] [sig       ] [2307/3612] Completed NRXP in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:09.293859] [INFO ] [sig       ] [2308/3612] Forecasting NSC...
[2025-12-10T20:30:09.293902] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-10T20:30:09.293937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-10T20:30:09.308386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-10T20:30:09.308845] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-10T20:30:09.309666] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-10T20:30:09.309716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:09.309748] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:09.309774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:09.309827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:09.369753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:09.370711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:09.370800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:09.370833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:09.497590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:09.497778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:09.497820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:09.497848] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:09.501382] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-10T20:30:09.501878] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-10T20:30:09.502004] [INFO ] [sig       ] NSC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:09.651124] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NSC.txt
[2025-12-10T20:30:09.651292] [INFO ] [sig       ] [2308/3612] Completed NSC in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:09.651331] [INFO ] [sig       ] [2309/3612] Forecasting NSP...
[2025-12-10T20:30:09.651359] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-10T20:30:09.651388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-10T20:30:09.664635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-10T20:30:09.665028] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-10T20:30:09.665894] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-10T20:30:09.665948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:09.665981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:09.666008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:09.666063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:09.724490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:09.725567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:09.725676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:09.725711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:09.854659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:09.854818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:09.854856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:09.854901] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:09.858765] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-10T20:30:09.859260] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-10T20:30:09.859395] [INFO ] [sig       ] NSP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:10.005326] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NSP.txt
[2025-12-10T20:30:10.005477] [INFO ] [sig       ] [2309/3612] Completed NSP in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:10.005517] [INFO ] [sig       ] [2310/3612] Forecasting NSSC...
[2025-12-10T20:30:10.005545] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-10T20:30:10.005592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-10T20:30:10.018606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-10T20:30:10.018946] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-10T20:30:10.019707] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-10T20:30:10.019936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:10.019967] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:10.019992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:10.020048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:10.081866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:10.082956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:10.083043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:10.083074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:10.208981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:10.209131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:10.209169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:10.209196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:10.212501] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-10T20:30:10.212793] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-10T20:30:10.212919] [INFO ] [sig       ] NSSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:10.361555] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NSSC.txt
[2025-12-10T20:30:10.361722] [INFO ] [sig       ] [2310/3612] Completed NSSC in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.6m
[2025-12-10T20:30:10.361957] [INFO ] [sig       ] [2311/3612] Forecasting NTAP...
[2025-12-10T20:30:10.361986] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-10T20:30:10.362020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-10T20:30:10.374755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-10T20:30:10.375121] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-10T20:30:10.375910] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-10T20:30:10.375963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:10.375996] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:10.376024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:10.376081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:10.437268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:10.438140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:10.438287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:10.438321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:10.562461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:10.562638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:10.562679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:10.562707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:10.566034] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-10T20:30:10.566352] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-10T20:30:10.566482] [INFO ] [sig       ] NTAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:10.709274] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTAP.txt
[2025-12-10T20:30:10.709427] [INFO ] [sig       ] [2311/3612] Completed NTAP in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:10.709466] [INFO ] [sig       ] [2312/3612] Forecasting NTB...
[2025-12-10T20:30:10.709497] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-10T20:30:10.709529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-10T20:30:10.722117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-10T20:30:10.722487] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-10T20:30:10.723265] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-10T20:30:10.723318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:10.723348] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:10.723374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:10.723428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:10.781785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:10.782642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:10.782724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:10.782754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:10.900669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:10.900819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:10.900857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:10.900885] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:10.904132] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-10T20:30:10.904398] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-10T20:30:10.904606] [INFO ] [sig       ] NTB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:11.051761] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTB.txt
[2025-12-10T20:30:11.051916] [INFO ] [sig       ] [2312/3612] Completed NTB in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:11.051956] [INFO ] [sig       ] [2313/3612] Forecasting NTES...
[2025-12-10T20:30:11.051984] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-10T20:30:11.052012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-10T20:30:11.064595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-10T20:30:11.064940] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-10T20:30:11.065723] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-10T20:30:11.065774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:11.065803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:11.065840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:11.065897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:11.124521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:11.125378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:11.125461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:11.125492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:11.245794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:11.245949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:11.245989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:11.246015] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:11.249421] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-10T20:30:11.249704] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-10T20:30:11.249826] [INFO ] [sig       ] NTES: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:11.388251] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTES.txt
[2025-12-10T20:30:11.388405] [INFO ] [sig       ] [2313/3612] Completed NTES in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:11.388445] [INFO ] [sig       ] [2314/3612] Forecasting NTIC...
[2025-12-10T20:30:11.388475] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-10T20:30:11.388504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-10T20:30:11.399694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-10T20:30:11.400040] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-10T20:30:11.400802] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-10T20:30:11.400852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:11.400882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:11.400908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:11.400963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:11.457131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:11.457998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:11.458081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:11.458114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:11.562312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:11.562457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:11.562497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:11.562526] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:11.565790] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-10T20:30:11.566059] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-10T20:30:11.566177] [INFO ] [sig       ] NTIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:11.709533] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTIC.txt
[2025-12-10T20:30:11.709714] [INFO ] [sig       ] [2314/3612] Completed NTIC in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:11.709753] [INFO ] [sig       ] [2315/3612] Forecasting NTLA...
[2025-12-10T20:30:11.709782] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-10T20:30:11.709810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-10T20:30:11.721717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-10T20:30:11.721984] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-10T20:30:11.722984] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-10T20:30:11.723034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:11.723066] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:11.723091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:11.723145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:11.781088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:11.781845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:11.781930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:11.781962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:11.906818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:11.906970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:11.907010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:11.907038] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:11.910436] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=41.73%)
[2025-12-10T20:30:11.910729] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-10T20:30:11.910852] [INFO ] [sig       ] NTLA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:12.052704] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NTLA.txt
[2025-12-10T20:30:12.053025] [INFO ] [sig       ] [2315/3612] Completed NTLA in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:12.053064] [INFO ] [sig       ] [2316/3612] Forecasting NTNX...
[2025-12-10T20:30:12.053091] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-10T20:30:12.053120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-10T20:30:12.065223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-10T20:30:12.065503] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-10T20:30:12.066446] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-10T20:30:12.066495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:12.066525] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:12.066552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:12.066633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:12.123459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:12.124145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:12.124222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:12.124253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:12.243305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:12.243455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:12.243493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:12.243520] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:12.246777] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-12-10T20:30:12.247039] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-10T20:30:12.247155] [INFO ] [sig       ] NTNX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:12.388627] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTNX.txt
[2025-12-10T20:30:12.388759] [INFO ] [sig       ] [2316/3612] Completed NTNX in 0.3s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:12.388799] [INFO ] [sig       ] [2317/3612] Forecasting NTRA...
[2025-12-10T20:30:12.388827] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-10T20:30:12.388861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-10T20:30:12.400681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-10T20:30:12.400945] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-10T20:30:12.401714] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-10T20:30:12.401764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:12.401794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:12.401820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:12.401874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:12.459819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:12.460759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:12.460858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:12.460898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:12.587592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:12.587971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:12.588012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:12.588042] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:12.592099] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-10T20:30:12.592436] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-10T20:30:12.592598] [INFO ] [sig       ] NTRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:12.747711] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTRA.txt
[2025-12-10T20:30:12.748089] [INFO ] [sig       ] [2317/3612] Completed NTRA in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:12.748131] [INFO ] [sig       ] [2318/3612] Forecasting NTRB...
[2025-12-10T20:30:12.748159] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-10T20:30:12.748187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-10T20:30:12.760135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-10T20:30:12.760445] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-10T20:30:12.761237] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-10T20:30:12.761289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:12.761348] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:12.761376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:12.761433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:12.820843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:12.821668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:12.821750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:12.821783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:12.944379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:12.944541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:12.944606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:12.944637] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:12.948098] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-10T20:30:12.948382] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-10T20:30:12.948508] [INFO ] [sig       ] NTRB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:13.101934] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NTRB.txt
[2025-12-10T20:30:13.102069] [INFO ] [sig       ] [2318/3612] Completed NTRB in 0.4s | 2.87 sym/s | Total: 13.4m | ETA: 7.5m
[2025-12-10T20:30:13.102110] [INFO ] [sig       ] [2319/3612] Forecasting NTRS...
[2025-12-10T20:30:13.102138] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-10T20:30:13.102167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-10T20:30:13.113563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-10T20:30:13.113880] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-10T20:30:13.114663] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-10T20:30:13.114712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:13.114743] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:13.114769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:13.114823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:13.170786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:13.171391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:13.171488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:13.171522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:13.293720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:13.293881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:13.293925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:13.293953] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:13.297526] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-10T20:30:13.297845] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-10T20:30:13.297966] [INFO ] [sig       ] NTRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:13.438050] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NTRS.txt
[2025-12-10T20:30:13.438161] [INFO ] [sig       ] [2319/3612] Completed NTRS in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:13.438199] [INFO ] [sig       ] [2320/3612] Forecasting NTRSO...
[2025-12-10T20:30:13.438227] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-10T20:30:13.438255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-10T20:30:13.449867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-10T20:30:13.450249] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-10T20:30:13.451164] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-10T20:30:13.451217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:13.451251] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:13.451278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:13.451333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:13.509242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:13.510138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:13.510221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:13.510252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:13.632924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:13.633073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:13.633112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:13.633179] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:13.636446] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-10T20:30:13.636731] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-10T20:30:13.636852] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:13.776892] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NTRSO.txt
[2025-12-10T20:30:13.777012] [INFO ] [sig       ] [2320/3612] Completed NTRSO in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:13.777049] [INFO ] [sig       ] [2321/3612] Forecasting NUKK...
[2025-12-10T20:30:13.777078] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-10T20:30:13.777107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-10T20:30:13.788844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-10T20:30:13.789118] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-10T20:30:13.789907] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-10T20:30:13.789964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:13.789995] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:13.790020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:13.790074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:13.847447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:13.848105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:13.848183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:13.848214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:13.965383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:13.965521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:13.965559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:13.965633] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:13.968890] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-10T20:30:13.969156] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-10T20:30:13.969276] [INFO ] [sig       ] NUKK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:14.110536] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NUKK.txt
[2025-12-10T20:30:14.110747] [INFO ] [sig       ] [2321/3612] Completed NUKK in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:14.110801] [INFO ] [sig       ] [2322/3612] Forecasting NUS...
[2025-12-10T20:30:14.110840] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-10T20:30:14.111075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-10T20:30:14.124898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-10T20:30:14.125289] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-10T20:30:14.126461] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-10T20:30:14.126513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:14.126544] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:14.126597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:14.126659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:14.190233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:14.191514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:14.191729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:14.191795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:14.321167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:14.321324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:14.321368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:14.321397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:14.324895] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-10T20:30:14.325186] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-10T20:30:14.325319] [INFO ] [sig       ] NUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:14.474943] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NUS.txt
[2025-12-10T20:30:14.475097] [INFO ] [sig       ] [2322/3612] Completed NUS in 0.4s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:14.475139] [INFO ] [sig       ] [2323/3612] Forecasting NUTX...
[2025-12-10T20:30:14.475169] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-10T20:30:14.475200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-10T20:30:14.487247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-10T20:30:14.487607] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-10T20:30:14.488445] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-10T20:30:14.488499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:14.488532] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:14.488559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:14.488635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:14.548518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:14.549625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:14.549707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:14.549740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:14.670566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:14.670733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:14.670773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:14.670802] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:14.674469] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-10T20:30:14.674775] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-10T20:30:14.674900] [INFO ] [sig       ] NUTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:14.817323] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NUTX.txt
[2025-12-10T20:30:14.817472] [INFO ] [sig       ] [2323/3612] Completed NUTX in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:14.817509] [INFO ] [sig       ] [2324/3612] Forecasting NUVB...
[2025-12-10T20:30:14.817539] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-10T20:30:14.817587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-10T20:30:14.829232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-10T20:30:14.829562] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-10T20:30:14.830362] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-10T20:30:14.830412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:14.830442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:14.830467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:14.830533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:14.889169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:14.890347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:14.890433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:14.890466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:15.020515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:15.020700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:15.020751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:15.020788] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:15.025663] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-10T20:30:15.026213] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-10T20:30:15.026370] [INFO ] [sig       ] NUVB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:15.192657] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NUVB.txt
[2025-12-10T20:30:15.192811] [INFO ] [sig       ] [2324/3612] Completed NUVB in 0.4s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:15.192857] [INFO ] [sig       ] [2325/3612] Forecasting NUVL...
[2025-12-10T20:30:15.192886] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-10T20:30:15.192914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-10T20:30:15.203940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-10T20:30:15.204203] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-10T20:30:15.205002] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-10T20:30:15.205052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:15.205083] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:15.205109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:15.205164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:15.263318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:15.264216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:15.264297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:15.264328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:15.392703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:15.392849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:15.392895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:15.392932] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:15.397259] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-10T20:30:15.397539] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-10T20:30:15.397682] [INFO ] [sig       ] NUVL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:15.539877] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NUVL.txt
[2025-12-10T20:30:15.540003] [INFO ] [sig       ] [2325/3612] Completed NUVL in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:15.540042] [INFO ] [sig       ] [2326/3612] Forecasting NUWE...
[2025-12-10T20:30:15.540070] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-10T20:30:15.540097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-10T20:30:15.550764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-10T20:30:15.551212] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-10T20:30:15.552136] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-10T20:30:15.552185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:15.552216] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:15.552241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:15.552296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:15.610960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:15.611606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:15.611683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:15.611717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:15.728877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:15.729023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:15.729062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:15.729089] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:15.732769] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-12-10T20:30:15.733067] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-10T20:30:15.733193] [INFO ] [sig       ] NUWE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:15.882283] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NUWE.txt
[2025-12-10T20:30:15.882426] [INFO ] [sig       ] [2326/3612] Completed NUWE in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:15.882465] [INFO ] [sig       ] [2327/3612] Forecasting NVA...
[2025-12-10T20:30:15.882493] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-10T20:30:15.882520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-10T20:30:15.895405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-10T20:30:15.895712] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-10T20:30:15.896449] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-10T20:30:15.896498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:15.896528] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:15.896553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:15.896628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:15.955248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:15.955904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:15.955979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:15.956009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:16.073614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:16.073762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:16.073800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:16.073827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:16.077091] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-10T20:30:16.077355] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-10T20:30:16.077477] [INFO ] [sig       ] NVA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:16.222144] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NVA.txt
[2025-12-10T20:30:16.222312] [INFO ] [sig       ] [2327/3612] Completed NVA in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.5m
[2025-12-10T20:30:16.222352] [INFO ] [sig       ] [2328/3612] Forecasting NVAX...
[2025-12-10T20:30:16.222380] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-10T20:30:16.222409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-10T20:30:16.235122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-10T20:30:16.235377] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-10T20:30:16.236172] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-10T20:30:16.236223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:16.236253] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:16.236278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:16.236332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:16.294481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:16.295087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:16.295189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:16.295221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:16.416364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:16.416464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:16.416500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:16.416527] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:16.420256] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-10T20:30:16.420516] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-10T20:30:16.420653] [INFO ] [sig       ] NVAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:16.566276] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVAX.txt
[2025-12-10T20:30:16.566404] [INFO ] [sig       ] [2328/3612] Completed NVAX in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:16.566442] [INFO ] [sig       ] [2329/3612] Forecasting NVD...
[2025-12-10T20:30:16.566470] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-10T20:30:16.566499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-10T20:30:16.581555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-10T20:30:16.582153] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-10T20:30:16.582969] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-10T20:30:16.583021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:16.583053] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:16.583081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:16.583217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:16.646595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:16.647669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:16.647775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:16.647809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:16.766260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:16.766417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:16.766456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:16.766483] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:16.769879] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-10T20:30:16.770196] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-10T20:30:16.770355] [INFO ] [sig       ] NVD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:16.914880] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVD.txt
[2025-12-10T20:30:16.915227] [INFO ] [sig       ] [2329/3612] Completed NVD in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:16.915265] [INFO ] [sig       ] [2330/3612] Forecasting NVDA...
[2025-12-10T20:30:16.915294] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-10T20:30:16.915322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-10T20:30:16.931377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-10T20:30:16.931903] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-10T20:30:16.932755] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-10T20:30:16.932806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:16.932838] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:16.932864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:16.933106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:16.993959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:16.994959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:16.995053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:16.995085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:17.121344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:17.121540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:17.121603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:17.121634] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:17.125221] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2025-12-10T20:30:17.125511] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-10T20:30:17.125660] [INFO ] [sig       ] NVDA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:17.276174] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVDA.txt
[2025-12-10T20:30:17.276362] [INFO ] [sig       ] [2330/3612] Completed NVDA in 0.4s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:17.276404] [INFO ] [sig       ] [2331/3612] Forecasting NVDD...
[2025-12-10T20:30:17.276433] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-10T20:30:17.276463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-10T20:30:17.289496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-10T20:30:17.289907] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-10T20:30:17.290804] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-10T20:30:17.290856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:17.290888] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:17.290914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:17.290969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:17.351160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:17.352066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:17.352156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:17.352189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:17.475894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:17.476079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:17.476117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:17.476145] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:17.479696] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-10T20:30:17.479978] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-10T20:30:17.480102] [INFO ] [sig       ] NVDD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:17.623909] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVDD.txt
[2025-12-10T20:30:17.624111] [INFO ] [sig       ] [2331/3612] Completed NVDD in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:17.624160] [INFO ] [sig       ] [2332/3612] Forecasting NVDL...
[2025-12-10T20:30:17.624191] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-10T20:30:17.624220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-10T20:30:17.638005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-10T20:30:17.638305] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-10T20:30:17.639290] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-10T20:30:17.639339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:17.639369] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:17.639395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:17.639449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:17.696038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:17.696771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:17.696851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:17.696883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:17.815429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:17.815553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:17.815607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:17.815635] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:17.818930] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-10T20:30:17.819388] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-10T20:30:17.819512] [INFO ] [sig       ] NVDL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:17.959522] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NVDL.txt
[2025-12-10T20:30:17.959690] [INFO ] [sig       ] [2332/3612] Completed NVDL in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:17.959732] [INFO ] [sig       ] [2333/3612] Forecasting NVDS...
[2025-12-10T20:30:17.959760] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-10T20:30:17.959790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-10T20:30:17.974726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-10T20:30:17.975471] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-10T20:30:17.977169] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-10T20:30:17.977231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:17.977264] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:17.977292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:17.977350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:18.039850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:18.041253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:18.041355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:18.041391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:18.162202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:18.162397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:18.162438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:18.162466] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:18.165955] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-12-10T20:30:18.166238] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-10T20:30:18.166366] [INFO ] [sig       ] NVDS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:18.306131] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVDS.txt
[2025-12-10T20:30:18.306297] [INFO ] [sig       ] [2333/3612] Completed NVDS in 0.3s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:18.306338] [INFO ] [sig       ] [2334/3612] Forecasting NVEC...
[2025-12-10T20:30:18.306366] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-10T20:30:18.306395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-10T20:30:18.318404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-10T20:30:18.318752] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-10T20:30:18.319597] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-10T20:30:18.319649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:18.319683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:18.319709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:18.319769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:18.380782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:18.381551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:18.381663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:18.381701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:18.506389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:18.506596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:18.506638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:18.506666] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:18.510600] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-10T20:30:18.510870] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-10T20:30:18.510989] [INFO ] [sig       ] NVEC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:18.660073] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NVEC.txt
[2025-12-10T20:30:18.660226] [INFO ] [sig       ] [2334/3612] Completed NVEC in 0.4s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:18.660266] [INFO ] [sig       ] [2335/3612] Forecasting NVG...
[2025-12-10T20:30:18.660297] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-10T20:30:18.660326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-10T20:30:18.672790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-10T20:30:18.673280] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-10T20:30:18.674289] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-10T20:30:18.674352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:18.674433] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:18.674476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:18.674560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:18.739456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:18.740351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:18.740434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:18.740468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:18.868554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:18.868720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:18.868767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:18.868803] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:18.872177] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-12-10T20:30:18.872450] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-10T20:30:18.872570] [INFO ] [sig       ] NVG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:19.021733] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NVG.txt
[2025-12-10T20:30:19.021871] [INFO ] [sig       ] [2335/3612] Completed NVG in 0.4s | 2.87 sym/s | Total: 13.5m | ETA: 7.4m
[2025-12-10T20:30:19.021910] [INFO ] [sig       ] [2336/3612] Forecasting NVGS...
[2025-12-10T20:30:19.021939] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-10T20:30:19.021968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-10T20:30:19.036253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-10T20:30:19.036678] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-10T20:30:19.037695] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-10T20:30:19.037769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:19.037803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:19.037829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:19.037886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:19.102129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:19.103276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:19.103369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:19.103403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:19.233671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:19.233840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:19.233880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:19.233909] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:19.238160] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-12-10T20:30:19.238553] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-10T20:30:19.238717] [INFO ] [sig       ] NVGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:19.386395] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVGS.txt
[2025-12-10T20:30:19.386540] [INFO ] [sig       ] [2336/3612] Completed NVGS in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:19.386599] [INFO ] [sig       ] [2337/3612] Forecasting NVMI...
[2025-12-10T20:30:19.386630] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-10T20:30:19.386659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-10T20:30:19.398664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-10T20:30:19.399174] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-10T20:30:19.400207] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-10T20:30:19.400287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:19.400336] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:19.400368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:19.400425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:19.468543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:19.469472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:19.469563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:19.469616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:19.591461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:19.591651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:19.591710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:19.591738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:19.595112] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-10T20:30:19.595397] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-10T20:30:19.595526] [INFO ] [sig       ] NVMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:19.740345] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NVMI.txt
[2025-12-10T20:30:19.740502] [INFO ] [sig       ] [2337/3612] Completed NVMI in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:19.740542] [INFO ] [sig       ] [2338/3612] Forecasting NVO...
[2025-12-10T20:30:19.740591] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-10T20:30:19.740625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-10T20:30:19.753026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-10T20:30:19.753363] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-10T20:30:19.754187] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-10T20:30:19.754238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:19.754269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:19.754295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:19.754350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:19.815250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:19.816109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:19.816192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:19.816225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:19.941996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:19.942161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:19.942210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:19.942271] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:19.945872] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-10T20:30:19.946148] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-10T20:30:19.946270] [INFO ] [sig       ] NVO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:20.095533] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVO.txt
[2025-12-10T20:30:20.095739] [INFO ] [sig       ] [2338/3612] Completed NVO in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:20.095782] [INFO ] [sig       ] [2339/3612] Forecasting NVRI...
[2025-12-10T20:30:20.095812] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-10T20:30:20.095842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-10T20:30:20.107701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-10T20:30:20.108103] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-10T20:30:20.108897] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-10T20:30:20.108949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:20.108981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:20.109008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:20.109064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:20.170330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:20.171216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:20.171299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:20.171333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:20.294278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:20.294429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:20.294467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:20.294494] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:20.297802] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-10T20:30:20.298069] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-10T20:30:20.298188] [INFO ] [sig       ] NVRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:20.438142] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NVRI.txt
[2025-12-10T20:30:20.438269] [INFO ] [sig       ] [2339/3612] Completed NVRI in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:20.438306] [INFO ] [sig       ] [2340/3612] Forecasting NVS...
[2025-12-10T20:30:20.438334] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-10T20:30:20.438363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-10T20:30:20.450767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-10T20:30:20.451162] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-10T20:30:20.452037] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-10T20:30:20.452090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:20.452121] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:20.452148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:20.452206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:20.512167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:20.513031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:20.513119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:20.513151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:20.636480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:20.636647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:20.636688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:20.636717] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:20.640899] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-10T20:30:20.641302] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-10T20:30:20.641455] [INFO ] [sig       ] NVS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:20.782306] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVS.txt
[2025-12-10T20:30:20.782444] [INFO ] [sig       ] [2340/3612] Completed NVS in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:20.782490] [INFO ] [sig       ] [2341/3612] Forecasting NVTS...
[2025-12-10T20:30:20.782519] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-10T20:30:20.782548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-10T20:30:20.795108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-10T20:30:20.795455] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-10T20:30:20.796240] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-10T20:30:20.796293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:20.796330] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:20.796356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:20.796410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:20.853723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:20.854343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:20.854421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:20.854452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:20.976094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:20.976287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:20.976329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:20.976358] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:20.981223] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-10T20:30:20.981723] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-10T20:30:20.981906] [INFO ] [sig       ] NVTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:21.130641] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVTS.txt
[2025-12-10T20:30:21.130780] [INFO ] [sig       ] [2341/3612] Completed NVTS in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:21.130821] [INFO ] [sig       ] [2342/3612] Forecasting NVX...
[2025-12-10T20:30:21.130852] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-10T20:30:21.130880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-10T20:30:21.143408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-10T20:30:21.143699] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-10T20:30:21.144509] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-10T20:30:21.144560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:21.144618] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:21.144646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:21.144703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:21.204602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:21.205283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:21.205362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:21.205395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:21.328895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:21.329056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:21.329106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:21.329135] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:21.332653] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-10T20:30:21.333007] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-10T20:30:21.333161] [INFO ] [sig       ] NVX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:21.475689] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NVX.txt
[2025-12-10T20:30:21.475819] [INFO ] [sig       ] [2342/3612] Completed NVX in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:21.475857] [INFO ] [sig       ] [2343/3612] Forecasting NWBI...
[2025-12-10T20:30:21.475885] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-10T20:30:21.475917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-10T20:30:21.488362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-10T20:30:21.488770] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-10T20:30:21.489616] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-10T20:30:21.489669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:21.489700] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:21.489726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:21.489786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:21.550394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:21.551289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:21.551377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:21.551408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:21.668969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:21.669119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:21.669157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:21.669184] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:21.672563] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=36.21%)
[2025-12-10T20:30:21.672875] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-10T20:30:21.673014] [INFO ] [sig       ] NWBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:21.817325] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NWBI.txt
[2025-12-10T20:30:21.817475] [INFO ] [sig       ] [2343/3612] Completed NWBI in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:21.817515] [INFO ] [sig       ] [2344/3612] Forecasting NWE...
[2025-12-10T20:30:21.817543] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-10T20:30:21.817588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-10T20:30:21.829249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-10T20:30:21.829642] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-10T20:30:21.830460] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-10T20:30:21.830512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:21.830544] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:21.830591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:21.830658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:21.888345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:21.889236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:21.889318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:21.889350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:22.010143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:22.010300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:22.010358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:22.010386] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:22.013801] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2025-12-10T20:30:22.014113] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-10T20:30:22.014242] [INFO ] [sig       ] NWE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:22.165435] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NWE.txt
[2025-12-10T20:30:22.165622] [INFO ] [sig       ] [2344/3612] Completed NWE in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:22.165665] [INFO ] [sig       ] [2345/3612] Forecasting NWFL...
[2025-12-10T20:30:22.165694] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-10T20:30:22.165723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-10T20:30:22.178601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-10T20:30:22.178989] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-10T20:30:22.179980] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-10T20:30:22.180030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:22.180060] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:22.180086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:22.180140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:22.239164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:22.240222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:22.240345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:22.240378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:22.356535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:22.356707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:22.356746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:22.356774] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:22.360480] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-10T20:30:22.360789] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-10T20:30:22.360921] [INFO ] [sig       ] NWFL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:22.514840] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NWFL.txt
[2025-12-10T20:30:22.514990] [INFO ] [sig       ] [2345/3612] Completed NWFL in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.4m
[2025-12-10T20:30:22.515029] [INFO ] [sig       ] [2346/3612] Forecasting NWG...
[2025-12-10T20:30:22.515057] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-10T20:30:22.515085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-10T20:30:22.527063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-10T20:30:22.527452] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-10T20:30:22.528308] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-10T20:30:22.528360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:22.528391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:22.528417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:22.528473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:22.588832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:22.589866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:22.589945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:22.589976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:22.716311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:22.716464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:22.716501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:22.716529] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:22.719883] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-10T20:30:22.720167] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-10T20:30:22.720291] [INFO ] [sig       ] NWG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:22.871833] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NWG.txt
[2025-12-10T20:30:22.871984] [INFO ] [sig       ] [2346/3612] Completed NWG in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:22.872023] [INFO ] [sig       ] [2347/3612] Forecasting NWL...
[2025-12-10T20:30:22.872052] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-10T20:30:22.872080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-10T20:30:22.884331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-10T20:30:22.884738] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-10T20:30:22.885790] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-10T20:30:22.885843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:22.885874] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:22.885899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:22.885958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:22.946341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:22.947192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:22.947275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:22.947307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:23.077878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:23.078055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:23.078280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:23.078307] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:23.081678] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-10T20:30:23.082006] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-10T20:30:23.082138] [INFO ] [sig       ] NWL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:23.231842] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NWL.txt
[2025-12-10T20:30:23.231996] [INFO ] [sig       ] [2347/3612] Completed NWL in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:23.232035] [INFO ] [sig       ] [2348/3612] Forecasting NWPX...
[2025-12-10T20:30:23.232063] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-10T20:30:23.232091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-10T20:30:23.243566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-10T20:30:23.243956] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-10T20:30:23.244804] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-10T20:30:23.244857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:23.244901] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:23.244929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:23.244991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:23.302248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:23.303103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:23.303182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:23.303214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:23.427428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:23.427594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:23.427634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:23.427661] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:23.430953] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-10T20:30:23.431220] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-10T20:30:23.431345] [INFO ] [sig       ] NWPX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:23.577606] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NWPX.txt
[2025-12-10T20:30:23.577974] [INFO ] [sig       ] [2348/3612] Completed NWPX in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:23.578033] [INFO ] [sig       ] [2349/3612] Forecasting NWS...
[2025-12-10T20:30:23.578074] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-10T20:30:23.578115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-10T20:30:23.590219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-10T20:30:23.590605] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-10T20:30:23.591424] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-10T20:30:23.591476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:23.591508] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:23.591534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:23.591617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:23.652619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:23.653668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:23.653748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:23.653780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:23.781431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:23.781600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:23.781641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:23.781669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:23.784957] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=59.63%)
[2025-12-10T20:30:23.785388] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-10T20:30:23.785509] [INFO ] [sig       ] NWS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:23.932767] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NWS.txt
[2025-12-10T20:30:23.932917] [INFO ] [sig       ] [2349/3612] Completed NWS in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:23.932956] [INFO ] [sig       ] [2350/3612] Forecasting NWSA...
[2025-12-10T20:30:23.932986] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-10T20:30:23.933015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-10T20:30:23.944759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-10T20:30:23.945159] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-10T20:30:23.945940] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-10T20:30:23.945991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:23.946021] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:23.946046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:23.946101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:24.006969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:24.008045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:24.008127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:24.008159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:24.131985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:24.132136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:24.132175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:24.132202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:24.135729] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-10T20:30:24.136050] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-10T20:30:24.136179] [INFO ] [sig       ] NWSA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:24.286226] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NWSA.txt
[2025-12-10T20:30:24.286376] [INFO ] [sig       ] [2350/3612] Completed NWSA in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:24.286415] [INFO ] [sig       ] [2351/3612] Forecasting NX...
[2025-12-10T20:30:24.286444] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-10T20:30:24.286473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-10T20:30:24.299429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-10T20:30:24.299840] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-10T20:30:24.300842] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-10T20:30:24.300893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:24.300925] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:24.300952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:24.301008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:24.362157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:24.363425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:24.363506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:24.363538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:24.495970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:24.496126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:24.496164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:24.496193] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:24.499732] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-10T20:30:24.500026] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-10T20:30:24.500155] [INFO ] [sig       ] NX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:24.652346] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NX.txt
[2025-12-10T20:30:24.652502] [INFO ] [sig       ] [2351/3612] Completed NX in 0.4s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:24.652541] [INFO ] [sig       ] [2352/3612] Forecasting NXC...
[2025-12-10T20:30:24.652594] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-10T20:30:24.652626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-10T20:30:24.665411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-10T20:30:24.665827] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-10T20:30:24.666818] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-10T20:30:24.666869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:24.666936] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:24.666971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:24.667037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:24.728662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:24.729493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:24.729594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:24.729628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:24.836797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:24.836953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:24.836992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:24.837019] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:24.840400] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-10T20:30:24.840692] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-10T20:30:24.840814] [INFO ] [sig       ] NXC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:24.983238] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NXC.txt
[2025-12-10T20:30:24.983390] [INFO ] [sig       ] [2352/3612] Completed NXC in 0.3s | 2.87 sym/s | Total: 13.6m | ETA: 7.3m
[2025-12-10T20:30:24.983430] [INFO ] [sig       ] [2353/3612] Forecasting NXE...
[2025-12-10T20:30:24.983458] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-10T20:30:24.983486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-10T20:30:24.994839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-10T20:30:24.995218] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-10T20:30:24.996047] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-10T20:30:24.996099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:24.996131] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:24.996157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:24.996213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:25.054229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:25.055096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:25.055178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:25.055210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:25.176523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:25.176700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:25.176738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:25.176765] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:25.180113] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-10T20:30:25.180390] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-10T20:30:25.180520] [INFO ] [sig       ] NXE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:25.330471] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NXE.txt
[2025-12-10T20:30:25.330641] [INFO ] [sig       ] [2353/3612] Completed NXE in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:25.330686] [INFO ] [sig       ] [2354/3612] Forecasting NXG...
[2025-12-10T20:30:25.330715] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-10T20:30:25.330744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-10T20:30:25.342253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-10T20:30:25.342670] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-10T20:30:25.343461] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-10T20:30:25.343512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:25.343545] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:25.343593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:25.343662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:25.404498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:25.405348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:25.405431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:25.405462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:25.536882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:25.537035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:25.537073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:25.537101] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:25.540405] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-12-10T20:30:25.540700] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-10T20:30:25.540822] [INFO ] [sig       ] NXG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:25.689633] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NXG.txt
[2025-12-10T20:30:25.689788] [INFO ] [sig       ] [2354/3612] Completed NXG in 0.4s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:25.689828] [INFO ] [sig       ] [2355/3612] Forecasting NXGL...
[2025-12-10T20:30:25.689855] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-10T20:30:25.689884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-10T20:30:25.701739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-10T20:30:25.702242] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-10T20:30:25.703009] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-10T20:30:25.703059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:25.703088] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:25.703113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:25.703167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:25.765214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:25.766133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:25.766213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:25.766244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:25.883773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:25.883928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:25.883975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:25.884062] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:25.887403] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-10T20:30:25.887692] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-10T20:30:25.887858] [INFO ] [sig       ] NXGL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:26.031929] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NXGL.txt
[2025-12-10T20:30:26.032081] [INFO ] [sig       ] [2355/3612] Completed NXGL in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:26.032121] [INFO ] [sig       ] [2356/3612] Forecasting NXP...
[2025-12-10T20:30:26.032149] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-10T20:30:26.032178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-10T20:30:26.043230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-10T20:30:26.043541] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-10T20:30:26.044311] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-10T20:30:26.044362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:26.044392] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:26.044418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:26.044472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:26.101705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:26.102425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:26.102503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:26.102534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:26.222971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:26.223125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:26.223163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:26.223190] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:26.226740] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-10T20:30:26.227006] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-10T20:30:26.227277] [INFO ] [sig       ] NXP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:26.423099] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NXP.txt
[2025-12-10T20:30:26.423249] [INFO ] [sig       ] [2356/3612] Completed NXP in 0.4s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:26.423289] [INFO ] [sig       ] [2357/3612] Forecasting NXPI...
[2025-12-10T20:30:26.423317] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-10T20:30:26.423345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-10T20:30:26.434730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-10T20:30:26.435028] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-10T20:30:26.435802] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-10T20:30:26.435852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:26.435883] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:26.435909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:26.435964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:26.492531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:26.493392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:26.493471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:26.493502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:26.617791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:26.617934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:26.617972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:26.618001] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:26.621260] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-10T20:30:26.621524] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-10T20:30:26.621663] [INFO ] [sig       ] NXPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:26.777185] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NXPI.txt
[2025-12-10T20:30:26.777336] [INFO ] [sig       ] [2357/3612] Completed NXPI in 0.4s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:26.777374] [INFO ] [sig       ] [2358/3612] Forecasting NYXH...
[2025-12-10T20:30:26.777404] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-10T20:30:26.777433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-10T20:30:26.789395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-10T20:30:26.789691] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-10T20:30:26.790437] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-10T20:30:26.790486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:26.790516] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:26.790542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:26.790613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:26.847214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:26.847869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:26.847948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:26.847981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:26.965498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:26.965660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:26.965698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:26.965724] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:26.968973] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2025-12-10T20:30:26.969235] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-10T20:30:26.969352] [INFO ] [sig       ] NYXH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:27.108701] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/NYXH.txt
[2025-12-10T20:30:27.108864] [INFO ] [sig       ] [2358/3612] Completed NYXH in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:27.108908] [INFO ] [sig       ] [2359/3612] Forecasting NZF...
[2025-12-10T20:30:27.108943] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-10T20:30:27.108980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-10T20:30:27.120869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-10T20:30:27.121246] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-10T20:30:27.122023] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-10T20:30:27.122074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:27.122107] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:27.122134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:27.122203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:27.180106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:27.180998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:27.181079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:27.181113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:27.301713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:27.301857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:27.301895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:27.301924] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:27.305288] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-12-10T20:30:27.305567] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-10T20:30:27.305711] [INFO ] [sig       ] NZF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:27.447159] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/NZF.txt
[2025-12-10T20:30:27.447279] [INFO ] [sig       ] [2359/3612] Completed NZF in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:27.447316] [INFO ] [sig       ] [2360/3612] Forecasting OABI...
[2025-12-10T20:30:27.447345] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-10T20:30:27.447373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-10T20:30:27.458909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-10T20:30:27.459225] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-10T20:30:27.460014] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-10T20:30:27.460065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:27.460094] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:27.460120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:27.460175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:27.517051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:27.517671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:27.517763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:27.517798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:27.639897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:27.640036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:27.640073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:27.640100] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:27.643324] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-10T20:30:27.643605] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-10T20:30:27.643724] [INFO ] [sig       ] OABI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:27.781330] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OABI.txt
[2025-12-10T20:30:27.781452] [INFO ] [sig       ] [2360/3612] Completed OABI in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:27.781488] [INFO ] [sig       ] [2361/3612] Forecasting OBDC...
[2025-12-10T20:30:27.781518] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-10T20:30:27.781545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-10T20:30:27.793051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-10T20:30:27.793326] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-10T20:30:27.794098] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-10T20:30:27.794158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:27.794188] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:27.794213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:27.794268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:27.850864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:27.851499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:27.851594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:27.851629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:27.969746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:27.969896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:27.969933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:27.969960] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:27.973241] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-10T20:30:27.973507] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-10T20:30:27.973643] [INFO ] [sig       ] OBDC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:28.111418] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OBDC.txt
[2025-12-10T20:30:28.111546] [INFO ] [sig       ] [2361/3612] Completed OBDC in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:28.111601] [INFO ] [sig       ] [2362/3612] Forecasting OBIL...
[2025-12-10T20:30:28.111631] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-10T20:30:28.111662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-10T20:30:28.122778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-10T20:30:28.123035] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-10T20:30:28.123803] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-10T20:30:28.123854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:28.123885] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:28.123911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:28.123966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:28.181626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:28.182421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:28.182533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:28.182569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:28.290017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:28.290163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:28.290203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:28.290232] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:28.293642] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-10T20:30:28.293923] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-10T20:30:28.294047] [INFO ] [sig       ] OBIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:28.432286] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OBIL.txt
[2025-12-10T20:30:28.432419] [INFO ] [sig       ] [2362/3612] Completed OBIL in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.3m
[2025-12-10T20:30:28.432456] [INFO ] [sig       ] [2363/3612] Forecasting OBIO...
[2025-12-10T20:30:28.432485] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-10T20:30:28.432513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-10T20:30:28.443853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-10T20:30:28.444144] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-10T20:30:28.444908] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-10T20:30:28.444958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:28.444988] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:28.445013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:28.445068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:28.501384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:28.502169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:28.502249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:28.502281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:28.615208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:28.615352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:28.615389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:28.615416] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:28.618793] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-10T20:30:28.619056] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-10T20:30:28.619174] [INFO ] [sig       ] OBIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:28.762235] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OBIO.txt
[2025-12-10T20:30:28.762356] [INFO ] [sig       ] [2363/3612] Completed OBIO in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.2m
[2025-12-10T20:30:28.762394] [INFO ] [sig       ] [2364/3612] Forecasting OBK...
[2025-12-10T20:30:28.762421] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-10T20:30:28.762449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-10T20:30:28.774691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-10T20:30:28.775094] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-10T20:30:28.776127] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-10T20:30:28.776179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:28.776212] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:28.776239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:28.776295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:28.837810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:28.838714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:28.838798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:28.838830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:28.972754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:28.972940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:28.972986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:28.973018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:28.977220] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-10T20:30:28.977623] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-10T20:30:28.977844] [INFO ] [sig       ] OBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:29.138887] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OBK.txt
[2025-12-10T20:30:29.139057] [INFO ] [sig       ] [2364/3612] Completed OBK in 0.4s | 2.87 sym/s | Total: 13.7m | ETA: 7.2m
[2025-12-10T20:30:29.139097] [INFO ] [sig       ] [2365/3612] Forecasting OC...
[2025-12-10T20:30:29.139127] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-10T20:30:29.139155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-10T20:30:29.153624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-10T20:30:29.154216] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-10T20:30:29.155540] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-10T20:30:29.155789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:29.155830] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:29.155858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:29.155976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:29.221025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:29.222311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:29.222429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:29.222482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:29.388446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:29.388668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:29.388731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:29.388784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:29.393836] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-12-10T20:30:29.394319] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-10T20:30:29.394520] [INFO ] [sig       ] OC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:29.602404] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OC.txt
[2025-12-10T20:30:29.602671] [INFO ] [sig       ] [2365/3612] Completed OC in 0.5s | 2.87 sym/s | Total: 13.7m | ETA: 7.2m
[2025-12-10T20:30:29.602725] [INFO ] [sig       ] [2366/3612] Forecasting OCCI...
[2025-12-10T20:30:29.602761] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-10T20:30:29.602796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-10T20:30:29.625236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-10T20:30:29.625770] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-10T20:30:29.626909] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-10T20:30:29.626968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:29.627002] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:29.627028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:29.627085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:29.716409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:29.717667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:29.717808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:29.717862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:29.883983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:29.884182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:29.884249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:29.884298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:29.889727] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-12-10T20:30:29.890277] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-10T20:30:29.890479] [INFO ] [sig       ] OCCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:30.097286] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OCCI.txt
[2025-12-10T20:30:30.097510] [INFO ] [sig       ] [2366/3612] Completed OCCI in 0.5s | 2.87 sym/s | Total: 13.7m | ETA: 7.2m
[2025-12-10T20:30:30.097595] [INFO ] [sig       ] [2367/3612] Forecasting OCFC...
[2025-12-10T20:30:30.097644] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-10T20:30:30.097689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-10T20:30:30.111485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-10T20:30:30.111933] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-10T20:30:30.112803] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-10T20:30:30.112856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:30.112889] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:30.112915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:30.112972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:30.197040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:30.198014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:30.198108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:30.198141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:30.336028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:30.336191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:30.336232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:30.336261] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:30.339712] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-10T20:30:30.340014] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-10T20:30:30.340146] [INFO ] [sig       ] OCFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:30.479467] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OCFC.txt
[2025-12-10T20:30:30.479630] [INFO ] [sig       ] [2367/3612] Completed OCFC in 0.4s | 2.87 sym/s | Total: 13.7m | ETA: 7.2m
[2025-12-10T20:30:30.479672] [INFO ] [sig       ] [2368/3612] Forecasting OCGN...
[2025-12-10T20:30:30.479701] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-10T20:30:30.479729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-10T20:30:30.491655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-10T20:30:30.491987] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-10T20:30:30.492980] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-10T20:30:30.493033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:30.493065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:30.493092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:30.493148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:30.553254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:30.554083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:30.554166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:30.554198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:30.678263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:30.678429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:30.678467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:30.678497] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:30.681858] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-10T20:30:30.682134] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-10T20:30:30.682255] [INFO ] [sig       ] OCGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:30.826726] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OCGN.txt
[2025-12-10T20:30:30.826890] [INFO ] [sig       ] [2368/3612] Completed OCGN in 0.3s | 2.87 sym/s | Total: 13.7m | ETA: 7.2m
[2025-12-10T20:30:30.826951] [INFO ] [sig       ] [2369/3612] Forecasting OCSL...
[2025-12-10T20:30:30.826994] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-10T20:30:30.827041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-10T20:30:30.843794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-10T20:30:30.844273] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-10T20:30:30.845386] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-10T20:30:30.845455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:30.845563] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:30.845633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:30.845725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:30.912479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:30.913342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:30.913423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:30.913457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:31.043347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:31.043502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:31.043542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:31.043586] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:31.047015] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=43.76%)
[2025-12-10T20:30:31.047480] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-10T20:30:31.047622] [INFO ] [sig       ] OCSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:31.198105] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OCSL.txt
[2025-12-10T20:30:31.198257] [INFO ] [sig       ] [2369/3612] Completed OCSL in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:31.198298] [INFO ] [sig       ] [2370/3612] Forecasting OCUL...
[2025-12-10T20:30:31.198325] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-10T20:30:31.198354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-10T20:30:31.211292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-10T20:30:31.211654] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-10T20:30:31.212458] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-10T20:30:31.212508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:31.212540] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:31.212566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:31.212665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:31.273983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:31.274953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:31.275033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:31.275067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:31.406178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:31.406327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:31.406368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:31.406396] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:31.409910] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-10T20:30:31.410178] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-10T20:30:31.410298] [INFO ] [sig       ] OCUL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:31.558590] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OCUL.txt
[2025-12-10T20:30:31.558732] [INFO ] [sig       ] [2370/3612] Completed OCUL in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:31.558771] [INFO ] [sig       ] [2371/3612] Forecasting ODC...
[2025-12-10T20:30:31.558812] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-10T20:30:31.558849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-10T20:30:31.570940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-10T20:30:31.571257] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-10T20:30:31.572113] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-10T20:30:31.572165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:31.572197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:31.572223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:31.572278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:31.639477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:31.640330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:31.640412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:31.640445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:31.769170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:31.769327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:31.769366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:31.769393] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:31.772979] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=80.79%)
[2025-12-10T20:30:31.773314] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-10T20:30:31.773448] [INFO ] [sig       ] ODC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:31.920584] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ODC.txt
[2025-12-10T20:30:31.920745] [INFO ] [sig       ] [2371/3612] Completed ODC in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:31.920786] [INFO ] [sig       ] [2372/3612] Forecasting ODD...
[2025-12-10T20:30:31.920815] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-10T20:30:31.920845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-10T20:30:31.933640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-10T20:30:31.933990] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-10T20:30:31.934796] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-10T20:30:31.934849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:31.934893] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:31.934922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:31.934979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:31.996831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:31.997801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:31.997885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:31.997918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:32.125356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:32.125506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:32.125546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:32.125626] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:32.129450] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-10T20:30:32.129810] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-10T20:30:32.129978] [INFO ] [sig       ] ODD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:32.281369] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ODD.txt
[2025-12-10T20:30:32.281519] [INFO ] [sig       ] [2372/3612] Completed ODD in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:32.281561] [INFO ] [sig       ] [2373/3612] Forecasting ODFL...
[2025-12-10T20:30:32.281610] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-10T20:30:32.281642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-10T20:30:32.293152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-10T20:30:32.293520] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-10T20:30:32.294351] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-10T20:30:32.294402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:32.294434] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:32.294461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:32.294523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:32.353666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:32.354486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:32.354570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:32.354622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:32.487038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:32.487185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:32.487224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:32.487252] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:32.490710] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-10T20:30:32.490986] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-10T20:30:32.491130] [INFO ] [sig       ] ODFL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:32.638275] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ODFL.txt
[2025-12-10T20:30:32.638635] [INFO ] [sig       ] [2373/3612] Completed ODFL in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:32.638678] [INFO ] [sig       ] [2374/3612] Forecasting OEC...
[2025-12-10T20:30:32.638707] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-10T20:30:32.638736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-10T20:30:32.650697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-10T20:30:32.651059] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-10T20:30:32.652064] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-10T20:30:32.652115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:32.652147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:32.652173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:32.652230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:32.713816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:32.714664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:32.714746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:32.714779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:32.846021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:32.846168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:32.846206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:32.846234] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:32.849713] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-10T20:30:32.849978] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-10T20:30:32.850094] [INFO ] [sig       ] OEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:33.000829] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OEC.txt
[2025-12-10T20:30:33.000978] [INFO ] [sig       ] [2374/3612] Completed OEC in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:33.001018] [INFO ] [sig       ] [2375/3612] Forecasting OESX...
[2025-12-10T20:30:33.001046] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-10T20:30:33.001076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-10T20:30:33.012677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-10T20:30:33.012977] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-10T20:30:33.013748] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-10T20:30:33.013798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:33.013828] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:33.013854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:33.013908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:33.073479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:33.074192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:33.074272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:33.074306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:33.193085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:33.193233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:33.193270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:33.193298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:33.197008] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-10T20:30:33.197282] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-10T20:30:33.197403] [INFO ] [sig       ] OESX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:33.341974] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OESX.txt
[2025-12-10T20:30:33.342104] [INFO ] [sig       ] [2375/3612] Completed OESX in 0.3s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:33.342152] [INFO ] [sig       ] [2376/3612] Forecasting OFG...
[2025-12-10T20:30:33.342181] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-10T20:30:33.342210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-10T20:30:33.354347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-10T20:30:33.354695] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-10T20:30:33.355448] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-10T20:30:33.355499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:33.355530] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:33.355556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:33.355629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:33.414762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:33.415614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:33.415696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:33.415729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:33.536485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:33.536668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:33.536711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:33.536740] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:33.540597] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-12-10T20:30:33.540877] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-10T20:30:33.541002] [INFO ] [sig       ] OFG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:33.690067] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OFG.txt
[2025-12-10T20:30:33.690203] [INFO ] [sig       ] [2376/3612] Completed OFG in 0.3s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:33.690244] [INFO ] [sig       ] [2377/3612] Forecasting OFIX...
[2025-12-10T20:30:33.690273] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-10T20:30:33.690303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-10T20:30:33.702548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-10T20:30:33.702932] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-10T20:30:33.703785] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-10T20:30:33.703838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:33.703869] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:33.703896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:33.703951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:33.765871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:33.766715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:33.766796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:33.766830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:33.894798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:33.894976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:33.895016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:33.895043] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:33.898330] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-10T20:30:33.898629] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-10T20:30:33.898775] [INFO ] [sig       ] OFIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:34.048409] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OFIX.txt
[2025-12-10T20:30:34.048546] [INFO ] [sig       ] [2377/3612] Completed OFIX in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:34.048606] [INFO ] [sig       ] [2378/3612] Forecasting OFLX...
[2025-12-10T20:30:34.048638] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-10T20:30:34.048669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-10T20:30:34.060142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-10T20:30:34.060441] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-10T20:30:34.061230] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-10T20:30:34.061282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:34.061314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:34.061341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:34.061399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:34.121087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:34.122010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:34.122092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:34.122136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:34.247401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:34.247554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:34.247611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:34.247641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:34.251201] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-10T20:30:34.251477] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-10T20:30:34.251616] [INFO ] [sig       ] OFLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:34.397507] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OFLX.txt
[2025-12-10T20:30:34.397657] [INFO ] [sig       ] [2378/3612] Completed OFLX in 0.3s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:34.397697] [INFO ] [sig       ] [2379/3612] Forecasting OFS...
[2025-12-10T20:30:34.397756] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-10T20:30:34.397796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-10T20:30:34.411530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-10T20:30:34.411879] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-10T20:30:34.412682] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-10T20:30:34.412734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:34.412766] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:34.412792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:34.412847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:34.474992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:34.475813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:34.475925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:34.475959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:34.603832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:34.603943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:34.603982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:34.604027] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:34.607780] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-10T20:30:34.608053] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-10T20:30:34.608173] [INFO ] [sig       ] OFS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:34.757298] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OFS.txt
[2025-12-10T20:30:34.757446] [INFO ] [sig       ] [2379/3612] Completed OFS in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:34.757485] [INFO ] [sig       ] [2380/3612] Forecasting OGE...
[2025-12-10T20:30:34.757514] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-10T20:30:34.757543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-10T20:30:34.769567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-10T20:30:34.769879] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-10T20:30:34.770661] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-10T20:30:34.770721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:34.770757] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:34.770783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:34.770839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:34.829205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:34.830005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:34.830085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:34.830116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:34.953291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:34.953432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:34.953469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:34.953496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:34.957133] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-10T20:30:34.957401] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-10T20:30:34.957519] [INFO ] [sig       ] OGE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:35.100311] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OGE.txt
[2025-12-10T20:30:35.100641] [INFO ] [sig       ] [2380/3612] Completed OGE in 0.3s | 2.87 sym/s | Total: 13.8m | ETA: 7.2m
[2025-12-10T20:30:35.100683] [INFO ] [sig       ] [2381/3612] Forecasting OGI...
[2025-12-10T20:30:35.100710] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-10T20:30:35.100738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-10T20:30:35.113632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-10T20:30:35.113948] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-10T20:30:35.114940] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-10T20:30:35.114992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:35.115022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:35.115048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:35.115104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:35.175751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:35.176558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:35.176675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:35.176710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:35.309453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:35.309617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:35.309656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:35.309684] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:35.313556] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-10T20:30:35.313856] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-10T20:30:35.313985] [INFO ] [sig       ] OGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:35.469422] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OGI.txt
[2025-12-10T20:30:35.469589] [INFO ] [sig       ] [2381/3612] Completed OGI in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.1m
[2025-12-10T20:30:35.469629] [INFO ] [sig       ] [2382/3612] Forecasting OGN...
[2025-12-10T20:30:35.469659] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-10T20:30:35.469687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-10T20:30:35.482977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-10T20:30:35.483521] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-10T20:30:35.484375] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-10T20:30:35.484428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:35.484459] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:35.484485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:35.484539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:35.545201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:35.546273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:35.546545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:35.546596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:35.675839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:35.676002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:35.676042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:35.676070] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:35.679702] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-10T20:30:35.680270] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-10T20:30:35.680409] [INFO ] [sig       ] OGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:35.828954] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OGN.txt
[2025-12-10T20:30:35.829123] [INFO ] [sig       ] [2382/3612] Completed OGN in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.1m
[2025-12-10T20:30:35.829165] [INFO ] [sig       ] [2383/3612] Forecasting OHI...
[2025-12-10T20:30:35.829197] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-10T20:30:35.829226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-10T20:30:35.841114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-10T20:30:35.841452] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-10T20:30:35.842239] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-10T20:30:35.842299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:35.842330] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:35.842367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:35.842422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:35.907227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:35.908328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:35.908624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:35.908660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:36.030189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:36.030336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:36.030373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:36.030400] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:36.033804] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-10T20:30:36.034071] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-10T20:30:36.034191] [INFO ] [sig       ] OHI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:36.182147] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OHI.txt
[2025-12-10T20:30:36.182282] [INFO ] [sig       ] [2383/3612] Completed OHI in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.1m
[2025-12-10T20:30:36.182321] [INFO ] [sig       ] [2384/3612] Forecasting OI...
[2025-12-10T20:30:36.182349] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-10T20:30:36.182378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-10T20:30:36.194080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-10T20:30:36.194605] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-10T20:30:36.195357] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-10T20:30:36.195406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:36.195626] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:36.195656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:36.195712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:36.254217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:36.254985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:36.255065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:36.255095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:36.380037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:36.380184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:36.380222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:36.380249] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:36.383840] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-10T20:30:36.384225] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-10T20:30:36.384389] [INFO ] [sig       ] OI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:36.532458] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OI.txt
[2025-12-10T20:30:36.532608] [INFO ] [sig       ] [2384/3612] Completed OI in 0.4s | 2.87 sym/s | Total: 13.8m | ETA: 7.1m
[2025-12-10T20:30:36.532649] [INFO ] [sig       ] [2385/3612] Forecasting OIA...
[2025-12-10T20:30:36.532678] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-10T20:30:36.532706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-10T20:30:36.543460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-10T20:30:36.543846] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-10T20:30:36.544889] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-10T20:30:36.544941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:36.544972] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:36.544998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:36.545053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:36.604758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:36.605486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:36.605563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:36.605614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:36.722756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:36.722911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:36.722961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:36.723000] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:36.727083] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-10T20:30:36.727427] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-10T20:30:36.727606] [INFO ] [sig       ] OIA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:36.874145] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OIA.txt
[2025-12-10T20:30:36.874279] [INFO ] [sig       ] [2385/3612] Completed OIA in 0.3s | 2.87 sym/s | Total: 13.8m | ETA: 7.1m
[2025-12-10T20:30:36.874318] [INFO ] [sig       ] [2386/3612] Forecasting OII...
[2025-12-10T20:30:36.874346] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-10T20:30:36.874374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-10T20:30:36.886116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-10T20:30:36.886488] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-10T20:30:36.887308] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-10T20:30:36.887359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:36.887420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:36.887448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:36.887503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:36.944860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:36.945615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:36.945695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:36.945728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:37.066009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:37.066161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:37.066206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:37.066238] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:37.070267] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-10T20:30:37.070750] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-10T20:30:37.070874] [INFO ] [sig       ] OII: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:37.217527] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OII.txt
[2025-12-10T20:30:37.217670] [INFO ] [sig       ] [2386/3612] Completed OII in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:37.217710] [INFO ] [sig       ] [2387/3612] Forecasting OIS...
[2025-12-10T20:30:37.217764] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-10T20:30:37.217795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-10T20:30:37.228565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-10T20:30:37.228882] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-10T20:30:37.229666] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-10T20:30:37.229717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:37.229747] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:37.229772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:37.229828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:37.293182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:37.294140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:37.294226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:37.294259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:37.413276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:37.413432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:37.413470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:37.413497] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:37.417000] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-10T20:30:37.417327] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-10T20:30:37.417469] [INFO ] [sig       ] OIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:37.557776] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OIS.txt
[2025-12-10T20:30:37.557914] [INFO ] [sig       ] [2387/3612] Completed OIS in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:37.557953] [INFO ] [sig       ] [2388/3612] Forecasting OKE...
[2025-12-10T20:30:37.557980] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-10T20:30:37.558007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-10T20:30:37.568905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-10T20:30:37.569220] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-10T20:30:37.569996] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-10T20:30:37.570045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:37.570076] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:37.570102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:37.570156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:37.627662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:37.628522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:37.628621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:37.628656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:37.752619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:37.752715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:37.752752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:37.752779] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:37.756102] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-10T20:30:37.756434] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-10T20:30:37.756564] [INFO ] [sig       ] OKE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:37.900901] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OKE.txt
[2025-12-10T20:30:37.901064] [INFO ] [sig       ] [2388/3612] Completed OKE in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:37.901103] [INFO ] [sig       ] [2389/3612] Forecasting OKTA...
[2025-12-10T20:30:37.901134] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-10T20:30:37.901163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-10T20:30:37.913701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-10T20:30:37.914089] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-10T20:30:37.914906] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-10T20:30:37.914957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:37.914987] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:37.915012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:37.915066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:37.977993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:37.978941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:37.979038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:37.979070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:38.105439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:38.105613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:38.105663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:38.105759] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:38.109391] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2025-12-10T20:30:38.109986] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-10T20:30:38.110144] [INFO ] [sig       ] OKTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:38.261195] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OKTA.txt
[2025-12-10T20:30:38.261355] [INFO ] [sig       ] [2389/3612] Completed OKTA in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:38.261394] [INFO ] [sig       ] [2390/3612] Forecasting OKYO...
[2025-12-10T20:30:38.261424] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-10T20:30:38.261454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-10T20:30:38.272818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-10T20:30:38.273193] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-10T20:30:38.274040] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-10T20:30:38.274094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:38.274128] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:38.274154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:38.274211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:38.336826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:38.337675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:38.337779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:38.337814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:38.462643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:38.462770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:38.462808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:38.462836] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:38.466663] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-10T20:30:38.466946] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-10T20:30:38.467066] [INFO ] [sig       ] OKYO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:38.628068] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OKYO.txt
[2025-12-10T20:30:38.628204] [INFO ] [sig       ] [2390/3612] Completed OKYO in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:38.628251] [INFO ] [sig       ] [2391/3612] Forecasting OLED...
[2025-12-10T20:30:38.628286] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-10T20:30:38.628321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-10T20:30:38.640105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-10T20:30:38.640454] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-10T20:30:38.641332] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-10T20:30:38.641388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:38.641431] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:38.641461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:38.641518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:38.703750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:38.704603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:38.704702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:38.704743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:38.834471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:38.834647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:38.834686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:38.834714] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:38.838085] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-10T20:30:38.838380] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-10T20:30:38.838723] [INFO ] [sig       ] OLED: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:38.993338] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OLED.txt
[2025-12-10T20:30:38.993481] [INFO ] [sig       ] [2391/3612] Completed OLED in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:38.993519] [INFO ] [sig       ] [2392/3612] Forecasting OLLI...
[2025-12-10T20:30:38.993549] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-10T20:30:38.993596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-10T20:30:39.005760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-10T20:30:39.006081] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-10T20:30:39.006860] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-10T20:30:39.006912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:39.006943] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:39.006969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:39.007022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:39.070911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:39.071673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:39.071752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:39.071784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:39.190457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:39.190644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:39.190684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:39.190712] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:39.194095] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-10T20:30:39.194385] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-10T20:30:39.194517] [INFO ] [sig       ] OLLI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:39.343370] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OLLI.txt
[2025-12-10T20:30:39.343516] [INFO ] [sig       ] [2392/3612] Completed OLLI in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:39.343556] [INFO ] [sig       ] [2393/3612] Forecasting OLMA...
[2025-12-10T20:30:39.343618] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-10T20:30:39.343659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-10T20:30:39.355741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-10T20:30:39.356052] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-10T20:30:39.357014] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-10T20:30:39.357064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:39.357095] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:39.357122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:39.357176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:39.417668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:39.418526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:39.418630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:39.418663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:39.547982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:39.548130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:39.548169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:39.548196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:39.551441] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-10T20:30:39.551911] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-10T20:30:39.552031] [INFO ] [sig       ] OLMA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:39.694244] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OLMA.txt
[2025-12-10T20:30:39.694379] [INFO ] [sig       ] [2393/3612] Completed OLMA in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:39.694418] [INFO ] [sig       ] [2394/3612] Forecasting OLN...
[2025-12-10T20:30:39.694446] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-10T20:30:39.694476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-10T20:30:39.705802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-10T20:30:39.706105] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-10T20:30:39.706877] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-10T20:30:39.706927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:39.706957] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:39.706982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:39.707035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:39.763656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:39.764293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:39.764370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:39.764402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:39.886728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:39.886880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:39.886918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:39.886944] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:39.890340] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-10T20:30:39.890631] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-10T20:30:39.890752] [INFO ] [sig       ] OLN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:40.031754] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OLN.txt
[2025-12-10T20:30:40.031889] [INFO ] [sig       ] [2394/3612] Completed OLN in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:40.031927] [INFO ] [sig       ] [2395/3612] Forecasting OLP...
[2025-12-10T20:30:40.031955] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-10T20:30:40.031983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-10T20:30:40.042791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-10T20:30:40.043069] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-10T20:30:40.043836] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-10T20:30:40.043885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:40.043915] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:40.043940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:40.043993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:40.099081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:40.099756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:40.099847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:40.099880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:40.217284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:40.217449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:40.217489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:40.217517] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:40.220821] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-10T20:30:40.221089] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-10T20:30:40.221213] [INFO ] [sig       ] OLP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:40.362202] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OLP.txt
[2025-12-10T20:30:40.362357] [INFO ] [sig       ] [2395/3612] Completed OLP in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:40.362395] [INFO ] [sig       ] [2396/3612] Forecasting OLPX...
[2025-12-10T20:30:40.362423] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-10T20:30:40.362453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-10T20:30:40.373843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-10T20:30:40.374222] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-10T20:30:40.375015] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-10T20:30:40.375078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:40.375109] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:40.375135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:40.375194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:40.432323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:40.433227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:40.433364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:40.433405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:40.556701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:40.556846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:40.556885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:40.556914] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:40.560897] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=21.26%)
[2025-12-10T20:30:40.561168] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-10T20:30:40.561297] [INFO ] [sig       ] OLPX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:40.710168] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OLPX.txt
[2025-12-10T20:30:40.710343] [INFO ] [sig       ] [2396/3612] Completed OLPX in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:40.710385] [INFO ] [sig       ] [2397/3612] Forecasting OM...
[2025-12-10T20:30:40.710416] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-10T20:30:40.710446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-10T20:30:40.723439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-10T20:30:40.724016] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-10T20:30:40.724972] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-10T20:30:40.725024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:40.725057] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:40.725085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:40.725162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:40.787312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:40.788195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:40.788280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:40.788321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:40.910311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:40.910461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:40.910500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:40.910528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:40.913835] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-10T20:30:40.914099] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-10T20:30:40.914216] [INFO ] [sig       ] OM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:41.056161] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OM.txt
[2025-12-10T20:30:41.056300] [INFO ] [sig       ] [2397/3612] Completed OM in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.1m
[2025-12-10T20:30:41.056338] [INFO ] [sig       ] [2398/3612] Forecasting OMAB...
[2025-12-10T20:30:41.056366] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-10T20:30:41.056394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-10T20:30:41.068988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-10T20:30:41.069336] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-10T20:30:41.070166] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-10T20:30:41.070219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:41.070251] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:41.070278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:41.070339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:41.132508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:41.133322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:41.133407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:41.133439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:41.256621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:41.256773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:41.256813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:41.256842] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:41.260274] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-10T20:30:41.260714] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-10T20:30:41.260839] [INFO ] [sig       ] OMAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:41.408950] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OMAB.txt
[2025-12-10T20:30:41.409083] [INFO ] [sig       ] [2398/3612] Completed OMAB in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.0m
[2025-12-10T20:30:41.409122] [INFO ] [sig       ] [2399/3612] Forecasting OMC...
[2025-12-10T20:30:41.409153] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-10T20:30:41.409183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-10T20:30:41.421061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-10T20:30:41.421393] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-10T20:30:41.422210] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-10T20:30:41.422263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:41.422297] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:41.422325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:41.422381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:41.485646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:41.486485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:41.486565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:41.486615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:41.605736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:41.605886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:41.605925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:41.605954] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:41.609325] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=72.64%)
[2025-12-10T20:30:41.609636] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-10T20:30:41.609758] [INFO ] [sig       ] OMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:41.753380] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OMC.txt
[2025-12-10T20:30:41.753561] [INFO ] [sig       ] [2399/3612] Completed OMC in 0.3s | 2.87 sym/s | Total: 13.9m | ETA: 7.0m
[2025-12-10T20:30:41.753626] [INFO ] [sig       ] [2400/3612] Forecasting OMCL...
[2025-12-10T20:30:41.753658] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-10T20:30:41.753687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-10T20:30:41.766156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-10T20:30:41.766593] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-10T20:30:41.767654] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-10T20:30:41.767750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:41.767794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:41.767831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:41.767911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:41.835596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:41.836451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:41.836535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:41.836568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:41.963754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:41.963891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:41.963934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:41.963962] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:41.967411] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-10T20:30:41.967770] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-10T20:30:41.967906] [INFO ] [sig       ] OMCL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:42.119322] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OMCL.txt
[2025-12-10T20:30:42.119467] [INFO ] [sig       ] [2400/3612] Completed OMCL in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.0m
[2025-12-10T20:30:42.119506] [INFO ] [sig       ] [2401/3612] Forecasting OMEX...
[2025-12-10T20:30:42.119536] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-10T20:30:42.119566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-10T20:30:42.130923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-10T20:30:42.131230] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-10T20:30:42.132330] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-10T20:30:42.132382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:42.132413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:42.132438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:42.132494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:42.192900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:42.193768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:42.193857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:42.193891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:42.319753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:42.319896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:42.319936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:42.319964] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:42.323430] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-12-10T20:30:42.323729] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-10T20:30:42.323870] [INFO ] [sig       ] OMEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:42.476868] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OMEX.txt
[2025-12-10T20:30:42.477006] [INFO ] [sig       ] [2401/3612] Completed OMEX in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.0m
[2025-12-10T20:30:42.477046] [INFO ] [sig       ] [2402/3612] Forecasting OMF...
[2025-12-10T20:30:42.477075] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-10T20:30:42.477104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-10T20:30:42.491085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-10T20:30:42.491452] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-10T20:30:42.492272] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-10T20:30:42.492327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:42.492364] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:42.492392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:42.492449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:42.562173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:42.563397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:42.563517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:42.563563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:42.708604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:42.708750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:42.708799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:42.708829] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:42.712777] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-10T20:30:42.713043] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-10T20:30:42.713163] [INFO ] [sig       ] OMF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:42.856200] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OMF.txt
[2025-12-10T20:30:42.856347] [INFO ] [sig       ] [2402/3612] Completed OMF in 0.4s | 2.87 sym/s | Total: 13.9m | ETA: 7.0m
[2025-12-10T20:30:42.856386] [INFO ] [sig       ] [2403/3612] Forecasting OMI...
[2025-12-10T20:30:42.856415] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-10T20:30:42.856444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-10T20:30:42.867540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-10T20:30:42.867907] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-10T20:30:42.868712] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-10T20:30:42.868761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:42.868817] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:42.868844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:42.868899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:42.926463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:42.927286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:42.927368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:42.927399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:43.050465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:43.050816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:43.050870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:43.050897] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:43.054939] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-10T20:30:43.055204] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-10T20:30:43.055325] [INFO ] [sig       ] OMI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:43.199546] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OMI.txt
[2025-12-10T20:30:43.199707] [INFO ] [sig       ] [2403/3612] Completed OMI in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:43.199764] [INFO ] [sig       ] [2404/3612] Forecasting ON...
[2025-12-10T20:30:43.199793] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-10T20:30:43.199821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-10T20:30:43.211079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-10T20:30:43.211360] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-10T20:30:43.212318] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-10T20:30:43.212367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:43.212396] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:43.212421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:43.212475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:43.272041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:43.272642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:43.272716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:43.272747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:43.395117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:43.395247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:43.395284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:43.395317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:43.398967] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-10T20:30:43.399237] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-10T20:30:43.399364] [INFO ] [sig       ] ON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:43.539292] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ON.txt
[2025-12-10T20:30:43.539453] [INFO ] [sig       ] [2404/3612] Completed ON in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:43.539493] [INFO ] [sig       ] [2405/3612] Forecasting ONB...
[2025-12-10T20:30:43.539522] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-10T20:30:43.539551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-10T20:30:43.551138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-10T20:30:43.551531] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-10T20:30:43.552335] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-10T20:30:43.552387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:43.552420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:43.552449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:43.552505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:43.612519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:43.613445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:43.613549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:43.613602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:43.734905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:43.735061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:43.735099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:43.735127] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:43.738780] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-12-10T20:30:43.739088] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-10T20:30:43.739221] [INFO ] [sig       ] ONB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:43.893024] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ONB.txt
[2025-12-10T20:30:43.893182] [INFO ] [sig       ] [2405/3612] Completed ONB in 0.4s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:43.893222] [INFO ] [sig       ] [2406/3612] Forecasting ONCO...
[2025-12-10T20:30:43.893250] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-10T20:30:43.893278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-10T20:30:43.906213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-10T20:30:43.906665] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-10T20:30:43.907626] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-10T20:30:43.907683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:43.907738] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:43.907773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:43.907841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:43.968489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:43.969368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:43.969452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:43.969484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:44.090421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:44.090591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:44.090632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:44.090659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:44.094065] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-10T20:30:44.094373] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-10T20:30:44.094519] [INFO ] [sig       ] ONCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:44.238183] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ONCO.txt
[2025-12-10T20:30:44.238333] [INFO ] [sig       ] [2406/3612] Completed ONCO in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:44.238371] [INFO ] [sig       ] [2407/3612] Forecasting ONDS...
[2025-12-10T20:30:44.238404] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-10T20:30:44.238437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-10T20:30:44.253256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-10T20:30:44.253693] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-10T20:30:44.254447] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-10T20:30:44.254497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:44.254528] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:44.254590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:44.254656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:44.311956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:44.312849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:44.312935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:44.312967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:44.432688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:44.432820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:44.432857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:44.432884] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:44.436106] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-10T20:30:44.436387] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-10T20:30:44.436522] [INFO ] [sig       ] ONDS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:44.575611] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ONDS.txt
[2025-12-10T20:30:44.575719] [INFO ] [sig       ] [2407/3612] Completed ONDS in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:44.575756] [INFO ] [sig       ] [2408/3612] Forecasting ONEQ...
[2025-12-10T20:30:44.575784] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-10T20:30:44.575811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-10T20:30:44.586650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-10T20:30:44.586918] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-10T20:30:44.587693] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-10T20:30:44.587756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:44.587788] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:44.587813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:44.587871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:44.646199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:44.647024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:44.647116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:44.647155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:44.769172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:44.769314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:44.769351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:44.769381] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:44.773109] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-10T20:30:44.773394] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-10T20:30:44.773540] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:44.923419] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ONEQ.txt
[2025-12-10T20:30:44.923547] [INFO ] [sig       ] [2408/3612] Completed ONEQ in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:44.923603] [INFO ] [sig       ] [2409/3612] Forecasting ONL...
[2025-12-10T20:30:44.923634] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-10T20:30:44.923662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-10T20:30:44.938648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-10T20:30:44.938956] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-10T20:30:44.939774] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-10T20:30:44.939824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:44.939856] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:44.939882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:44.939938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:45.001942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:45.002988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:45.003085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:45.003118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:45.126367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:45.126544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:45.126597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:45.126627] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:45.130291] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-12-10T20:30:45.130554] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-10T20:30:45.130688] [INFO ] [sig       ] ONL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:45.272440] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ONL.txt
[2025-12-10T20:30:45.272561] [INFO ] [sig       ] [2409/3612] Completed ONL in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:45.272617] [INFO ] [sig       ] [2410/3612] Forecasting ONON...
[2025-12-10T20:30:45.272646] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-10T20:30:45.272674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-10T20:30:45.284088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-10T20:30:45.284374] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-10T20:30:45.285142] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-10T20:30:45.285192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:45.285223] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:45.285249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:45.285304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:45.343068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:45.343688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:45.343761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:45.343792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:45.468332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:45.468460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:45.468496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:45.468522] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:45.471761] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-10T20:30:45.472022] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-10T20:30:45.472139] [INFO ] [sig       ] ONON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:45.616137] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ONON.txt
[2025-12-10T20:30:45.616275] [INFO ] [sig       ] [2410/3612] Completed ONON in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:45.616318] [INFO ] [sig       ] [2411/3612] Forecasting ONTF...
[2025-12-10T20:30:45.616351] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-10T20:30:45.616387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-10T20:30:45.627109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-10T20:30:45.627402] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-10T20:30:45.628225] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-10T20:30:45.628274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:45.628305] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:45.628331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:45.628399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:45.685828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:45.686444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:45.686519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:45.686549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:45.811323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:45.811470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:45.811508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:45.811535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:45.814982] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-10T20:30:45.815245] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-10T20:30:45.815361] [INFO ] [sig       ] ONTF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:45.967604] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ONTF.txt
[2025-12-10T20:30:45.967913] [INFO ] [sig       ] [2411/3612] Completed ONTF in 0.4s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:45.967950] [INFO ] [sig       ] [2412/3612] Forecasting ONTO...
[2025-12-10T20:30:45.967978] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-10T20:30:45.968006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-10T20:30:45.979914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-10T20:30:45.980288] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-10T20:30:45.981095] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-10T20:30:45.981144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:45.981175] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:45.981201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:45.981256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:46.039170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:46.039802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:46.039875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:46.039914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:46.161184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:46.161306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:46.161341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:46.161368] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:46.164547] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-12-10T20:30:46.164844] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-10T20:30:46.164968] [INFO ] [sig       ] ONTO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:46.308314] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ONTO.txt
[2025-12-10T20:30:46.308446] [INFO ] [sig       ] [2412/3612] Completed ONTO in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:46.308485] [INFO ] [sig       ] [2413/3612] Forecasting OOMA...
[2025-12-10T20:30:46.308514] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-10T20:30:46.308542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-10T20:30:46.319938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-10T20:30:46.320227] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-10T20:30:46.321090] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-10T20:30:46.321141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:46.321173] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:46.321200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:46.321257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:46.379533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:46.380150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:46.380270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:46.380311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:46.501352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:46.501472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:46.501510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:46.501538] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:46.504818] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-10T20:30:46.505093] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-10T20:30:46.505215] [INFO ] [sig       ] OOMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:46.646131] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OOMA.txt
[2025-12-10T20:30:46.646243] [INFO ] [sig       ] [2413/3612] Completed OOMA in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:46.646280] [INFO ] [sig       ] [2414/3612] Forecasting OPAD...
[2025-12-10T20:30:46.646309] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-10T20:30:46.646337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-10T20:30:46.657243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-10T20:30:46.657519] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-10T20:30:46.658317] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-10T20:30:46.658366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:46.658396] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:46.658422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:46.658480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:46.715427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:46.716025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:46.716099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:46.716130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:46.836515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:46.836615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:46.836652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:46.836693] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:46.840376] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-10T20:30:46.840811] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-10T20:30:46.840933] [INFO ] [sig       ] OPAD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:46.982352] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPAD.txt
[2025-12-10T20:30:46.982491] [INFO ] [sig       ] [2414/3612] Completed OPAD in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 7.0m
[2025-12-10T20:30:46.982530] [INFO ] [sig       ] [2415/3612] Forecasting OPAL...
[2025-12-10T20:30:46.982560] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-10T20:30:46.982609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-10T20:30:46.994025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-10T20:30:46.994297] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-10T20:30:46.995054] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-10T20:30:46.995103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:46.995133] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:46.995158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:46.995212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:47.052753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:47.053360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:47.053439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:47.053470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:47.174590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:47.174733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:47.174770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:47.174797] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:47.178264] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-10T20:30:47.178526] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-10T20:30:47.178659] [INFO ] [sig       ] OPAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:47.317493] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPAL.txt
[2025-12-10T20:30:47.317655] [INFO ] [sig       ] [2415/3612] Completed OPAL in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 6.9m
[2025-12-10T20:30:47.317694] [INFO ] [sig       ] [2416/3612] Forecasting OPBK...
[2025-12-10T20:30:47.317742] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-10T20:30:47.317775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-10T20:30:47.328700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-10T20:30:47.329006] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-10T20:30:47.329779] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-10T20:30:47.329828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:47.329859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:47.329884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:47.329939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:47.385478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:47.386260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:47.386338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:47.386383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:47.512647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:47.512799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:47.512838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:47.512866] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:47.516349] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-10T20:30:47.516635] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-10T20:30:47.516756] [INFO ] [sig       ] OPBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:47.656389] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPBK.txt
[2025-12-10T20:30:47.656503] [INFO ] [sig       ] [2416/3612] Completed OPBK in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 6.9m
[2025-12-10T20:30:47.656540] [INFO ] [sig       ] [2417/3612] Forecasting OPCH...
[2025-12-10T20:30:47.656568] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-10T20:30:47.656617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-10T20:30:47.668681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-10T20:30:47.668965] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-10T20:30:47.669721] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-10T20:30:47.669771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:47.669801] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:47.669827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:47.669885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:47.726135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:47.726756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:47.726831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:47.726863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:47.844999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:47.845125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:47.845162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:47.845190] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:47.848513] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=33.45%)
[2025-12-10T20:30:47.848798] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-10T20:30:47.848917] [INFO ] [sig       ] OPCH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:47.989490] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPCH.txt
[2025-12-10T20:30:47.989626] [INFO ] [sig       ] [2417/3612] Completed OPCH in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 6.9m
[2025-12-10T20:30:47.989665] [INFO ] [sig       ] [2418/3612] Forecasting OPEN...
[2025-12-10T20:30:47.989692] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-10T20:30:47.989721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-10T20:30:48.000859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-10T20:30:48.001142] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-10T20:30:48.001911] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-10T20:30:48.001961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:48.001992] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:48.002017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:48.002081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:48.060356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:48.061156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:48.061231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:48.061262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:48.187333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:48.187506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:48.187550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:48.187595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:48.191270] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-10T20:30:48.191558] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-10T20:30:48.191713] [INFO ] [sig       ] OPEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:48.332709] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPEN.txt
[2025-12-10T20:30:48.332862] [INFO ] [sig       ] [2418/3612] Completed OPEN in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 6.9m
[2025-12-10T20:30:48.332900] [INFO ] [sig       ] [2419/3612] Forecasting OPFI...
[2025-12-10T20:30:48.332928] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-10T20:30:48.332958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-10T20:30:48.345509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-10T20:30:48.345834] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-10T20:30:48.346610] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-10T20:30:48.346659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:48.346690] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:48.346715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:48.346770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:48.405969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:48.406876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:48.406952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:48.406984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:48.532345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:48.532496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:48.532535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:48.532563] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:48.536252] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-10T20:30:48.536519] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-10T20:30:48.536657] [INFO ] [sig       ] OPFI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:48.678791] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPFI.txt
[2025-12-10T20:30:48.678923] [INFO ] [sig       ] [2419/3612] Completed OPFI in 0.3s | 2.87 sym/s | Total: 14.0m | ETA: 6.9m
[2025-12-10T20:30:48.678961] [INFO ] [sig       ] [2420/3612] Forecasting OPK...
[2025-12-10T20:30:48.678990] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-10T20:30:48.679018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-10T20:30:48.691018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-10T20:30:48.691356] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-10T20:30:48.692155] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-10T20:30:48.692232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:48.692264] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:48.692289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:48.692356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:48.749928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:48.750620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:48.750698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:48.750749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:48.878449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:48.878745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:48.878788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:48.878815] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:48.882460] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-12-10T20:30:48.882860] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-10T20:30:48.883002] [INFO ] [sig       ] OPK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:49.037441] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OPK.txt
[2025-12-10T20:30:49.037567] [INFO ] [sig       ] [2420/3612] Completed OPK in 0.4s | 2.87 sym/s | Total: 14.0m | ETA: 6.9m
[2025-12-10T20:30:49.037621] [INFO ] [sig       ] [2421/3612] Forecasting OPP...
[2025-12-10T20:30:49.037653] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-10T20:30:49.037695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-10T20:30:49.049242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-10T20:30:49.049532] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-10T20:30:49.050323] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-10T20:30:49.050374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:49.050404] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:49.050430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:49.050491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:49.110247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:49.110949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:49.111028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:49.111062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:49.231326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:49.231476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:49.231514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:49.231542] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:49.235361] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=60.63%)
[2025-12-10T20:30:49.235659] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-10T20:30:49.235784] [INFO ] [sig       ] OPP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:49.387639] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OPP.txt
[2025-12-10T20:30:49.387774] [INFO ] [sig       ] [2421/3612] Completed OPP in 0.4s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:49.387815] [INFO ] [sig       ] [2422/3612] Forecasting OPRA...
[2025-12-10T20:30:49.387843] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-10T20:30:49.387872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-10T20:30:49.399286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-10T20:30:49.399560] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-10T20:30:49.400323] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-10T20:30:49.400373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:49.400403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:49.400429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:49.400486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:49.457449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:49.458146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:49.458225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:49.458257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:49.579022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:49.579194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:49.579233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:49.579260] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:49.582668] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-10T20:30:49.582929] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-10T20:30:49.583050] [INFO ] [sig       ] OPRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:49.729106] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OPRA.txt
[2025-12-10T20:30:49.729261] [INFO ] [sig       ] [2422/3612] Completed OPRA in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:49.729319] [INFO ] [sig       ] [2423/3612] Forecasting OPRX...
[2025-12-10T20:30:49.729351] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-10T20:30:49.729379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-10T20:30:49.740986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-10T20:30:49.741330] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-10T20:30:49.742107] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-10T20:30:49.742157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:49.742187] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:49.742213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:49.742268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:49.799105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:49.799919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:49.800000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:49.800033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:49.919797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:49.919946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:49.920015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:49.920044] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:49.923309] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=73.55%)
[2025-12-10T20:30:49.923587] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-10T20:30:49.923708] [INFO ] [sig       ] OPRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:50.081097] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OPRX.txt
[2025-12-10T20:30:50.081311] [INFO ] [sig       ] [2423/3612] Completed OPRX in 0.4s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:50.081369] [INFO ] [sig       ] [2424/3612] Forecasting OPTX...
[2025-12-10T20:30:50.081413] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-10T20:30:50.081456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-10T20:30:50.096144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-10T20:30:50.096601] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-10T20:30:50.097558] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-10T20:30:50.097629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:50.097661] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:50.097688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:50.097783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:50.161068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:50.161987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:50.162068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:50.162100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:50.280232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:50.280381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:50.280419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:50.280446] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:50.283745] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-10T20:30:50.284009] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-10T20:30:50.284126] [INFO ] [sig       ] OPTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:50.425543] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPTX.txt
[2025-12-10T20:30:50.425679] [INFO ] [sig       ] [2424/3612] Completed OPTX in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:50.425717] [INFO ] [sig       ] [2425/3612] Forecasting OPXS...
[2025-12-10T20:30:50.425746] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-10T20:30:50.425774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-10T20:30:50.437477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-10T20:30:50.437870] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-10T20:30:50.438746] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-10T20:30:50.438799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:50.438832] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:50.438859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:50.438915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:50.498078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:50.499022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:50.499108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:50.499141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:50.624089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:50.624240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:50.624280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:50.624310] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:50.627799] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-10T20:30:50.628104] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-10T20:30:50.628237] [INFO ] [sig       ] OPXS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:50.768381] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OPXS.txt
[2025-12-10T20:30:50.768530] [INFO ] [sig       ] [2425/3612] Completed OPXS in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:50.768597] [INFO ] [sig       ] [2426/3612] Forecasting ORA...
[2025-12-10T20:30:50.768636] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-10T20:30:50.768670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-10T20:30:50.779685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-10T20:30:50.779949] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-10T20:30:50.780723] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-10T20:30:50.780772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:50.780803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:50.780829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:50.780884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:50.836884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:50.837537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:50.837628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:50.837661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:50.957590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:50.957763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:50.957807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:50.957835] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:50.961110] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-10T20:30:50.961375] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-10T20:30:50.961496] [INFO ] [sig       ] ORA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:51.098368] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ORA.txt
[2025-12-10T20:30:51.098498] [INFO ] [sig       ] [2426/3612] Completed ORA in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:51.098534] [INFO ] [sig       ] [2427/3612] Forecasting ORC...
[2025-12-10T20:30:51.098605] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-10T20:30:51.098636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-10T20:30:51.109337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-10T20:30:51.109651] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-10T20:30:51.110392] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-10T20:30:51.110441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:51.110471] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:51.110497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:51.110551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:51.166743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:51.167416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:51.167492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:51.167526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:51.285272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:51.285437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:51.285477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:51.285506] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:51.288851] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-10T20:30:51.289120] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-10T20:30:51.289239] [INFO ] [sig       ] ORC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:51.432081] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ORC.txt
[2025-12-10T20:30:51.432218] [INFO ] [sig       ] [2427/3612] Completed ORC in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:51.432255] [INFO ] [sig       ] [2428/3612] Forecasting ORGO...
[2025-12-10T20:30:51.432284] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-10T20:30:51.432312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-10T20:30:51.444456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-10T20:30:51.444794] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-10T20:30:51.445566] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-10T20:30:51.445637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:51.445669] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:51.445697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:51.445753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:51.503624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:51.504441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:51.504517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:51.504557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:51.621710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:51.621844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:51.621884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:51.621912] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:51.625219] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-12-10T20:30:51.625486] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-10T20:30:51.625624] [INFO ] [sig       ] ORGO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:51.769001] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ORGO.txt
[2025-12-10T20:30:51.769129] [INFO ] [sig       ] [2428/3612] Completed ORGO in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:51.769166] [INFO ] [sig       ] [2429/3612] Forecasting ORIC...
[2025-12-10T20:30:51.769196] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-10T20:30:51.769223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-10T20:30:51.780723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-10T20:30:51.781014] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-10T20:30:51.781780] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-10T20:30:51.781829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:51.781859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:51.781885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:51.781940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:51.838026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:51.838809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:51.838887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:51.838918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:51.959896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:51.960040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:51.960077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:51.960104] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:51.963388] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-12-10T20:30:51.963674] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-10T20:30:51.963795] [INFO ] [sig       ] ORIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:52.106493] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ORIC.txt
[2025-12-10T20:30:52.106643] [INFO ] [sig       ] [2429/3612] Completed ORIC in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:52.106684] [INFO ] [sig       ] [2430/3612] Forecasting ORKA...
[2025-12-10T20:30:52.106712] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-10T20:30:52.106739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-10T20:30:52.118507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-10T20:30:52.118797] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-10T20:30:52.119537] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-10T20:30:52.119605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:52.119636] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:52.119662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:52.119931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:52.176985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:52.177887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:52.177966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:52.177997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:52.300936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:52.301082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:52.301119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:52.301147] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:52.304387] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-12-10T20:30:52.304680] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-10T20:30:52.304802] [INFO ] [sig       ] ORKA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:52.443144] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ORKA.txt
[2025-12-10T20:30:52.443274] [INFO ] [sig       ] [2430/3612] Completed ORKA in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:52.443313] [INFO ] [sig       ] [2431/3612] Forecasting ORLY...
[2025-12-10T20:30:52.443342] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-10T20:30:52.443371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-10T20:30:52.454973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-10T20:30:52.455269] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-10T20:30:52.456144] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-10T20:30:52.456206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:52.456237] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:52.456263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:52.456318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:52.516603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:52.517509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:52.517608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:52.517641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:52.637590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:52.637742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:52.637782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:52.637809] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:52.641426] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-10T20:30:52.641714] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-10T20:30:52.641841] [INFO ] [sig       ] ORLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:52.780860] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ORLY.txt
[2025-12-10T20:30:52.780978] [INFO ] [sig       ] [2431/3612] Completed ORLY in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.9m
[2025-12-10T20:30:52.781016] [INFO ] [sig       ] [2432/3612] Forecasting ORMP...
[2025-12-10T20:30:52.781045] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-10T20:30:52.781073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-10T20:30:52.793613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-10T20:30:52.793906] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-10T20:30:52.794705] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-10T20:30:52.794754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:52.794786] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:52.794813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:52.794870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:52.854539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:52.855344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:52.855423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:52.855456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:52.973220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:52.973383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:52.973423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:52.973451] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:52.976819] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-10T20:30:52.977082] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-10T20:30:52.977203] [INFO ] [sig       ] ORMP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:53.116003] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ORMP.txt
[2025-12-10T20:30:53.116129] [INFO ] [sig       ] [2432/3612] Completed ORMP in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:53.116168] [INFO ] [sig       ] [2433/3612] Forecasting ORN...
[2025-12-10T20:30:53.116197] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-10T20:30:53.116226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-10T20:30:53.127459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-10T20:30:53.127798] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-10T20:30:53.128617] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-10T20:30:53.128669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:53.128699] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:53.128725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:53.128781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:53.188093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:53.188833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:53.188910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:53.188942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:53.309016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:53.309158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:53.309197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:53.309225] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:53.312557] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-10T20:30:53.312897] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-10T20:30:53.313022] [INFO ] [sig       ] ORN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:53.451643] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ORN.txt
[2025-12-10T20:30:53.451775] [INFO ] [sig       ] [2433/3612] Completed ORN in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:53.451813] [INFO ] [sig       ] [2434/3612] Forecasting ORRF...
[2025-12-10T20:30:53.451841] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-10T20:30:53.451870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-10T20:30:53.463604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-10T20:30:53.463915] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-10T20:30:53.464687] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-10T20:30:53.464736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:53.464767] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:53.464792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:53.464847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:53.521450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:53.522146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:53.522225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:53.522257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:53.652227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:53.652370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:53.652409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:53.652436] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:53.655733] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2025-12-10T20:30:53.656005] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-10T20:30:53.656127] [INFO ] [sig       ] ORRF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:53.798773] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ORRF.txt
[2025-12-10T20:30:53.798904] [INFO ] [sig       ] [2434/3612] Completed ORRF in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:53.798947] [INFO ] [sig       ] [2435/3612] Forecasting OS...
[2025-12-10T20:30:53.798976] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-10T20:30:53.799005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-10T20:30:53.810324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-10T20:30:53.810633] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-10T20:30:53.811408] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-10T20:30:53.811459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:53.811490] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:53.811517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:53.811592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:53.870185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:53.871016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:53.871092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:53.871122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:53.987772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:53.987916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:53.987953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:53.987980] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:53.991217] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-10T20:30:53.991480] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-10T20:30:53.991614] [INFO ] [sig       ] OS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:54.130971] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OS.txt
[2025-12-10T20:30:54.131094] [INFO ] [sig       ] [2435/3612] Completed OS in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:54.131129] [INFO ] [sig       ] [2436/3612] Forecasting OSBC...
[2025-12-10T20:30:54.131156] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-10T20:30:54.131184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-10T20:30:54.142748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-10T20:30:54.143019] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-10T20:30:54.143807] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-10T20:30:54.143858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:54.143889] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:54.143916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:54.143972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:54.199915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:54.200826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:54.200914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:54.200944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:54.316010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:54.316161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:54.316203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:54.316231] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:54.320136] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-10T20:30:54.320419] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-10T20:30:54.320565] [INFO ] [sig       ] OSBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:54.470458] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OSBC.txt
[2025-12-10T20:30:54.470629] [INFO ] [sig       ] [2436/3612] Completed OSBC in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:54.470670] [INFO ] [sig       ] [2437/3612] Forecasting OSIS...
[2025-12-10T20:30:54.470701] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-10T20:30:54.470730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-10T20:30:54.482428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-10T20:30:54.482836] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-10T20:30:54.483643] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-10T20:30:54.483695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:54.483728] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:54.483757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:54.483814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:54.542799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:54.543687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:54.543778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:54.543813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:54.665609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:54.665772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:54.665814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:54.665844] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:54.669281] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-10T20:30:54.669558] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-10T20:30:54.669707] [INFO ] [sig       ] OSIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:54.811849] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OSIS.txt
[2025-12-10T20:30:54.811993] [INFO ] [sig       ] [2437/3612] Completed OSIS in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:54.812032] [INFO ] [sig       ] [2438/3612] Forecasting OSPN...
[2025-12-10T20:30:54.812060] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-10T20:30:54.812087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-10T20:30:54.823974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-10T20:30:54.824310] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-10T20:30:54.825106] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-10T20:30:54.825158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:54.825188] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:54.825214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:54.825276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:54.882100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:54.882948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:54.883032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:54.883064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:55.001760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:55.001918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:55.001975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:55.002003] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:55.005502] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=64.92%)
[2025-12-10T20:30:55.005833] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-10T20:30:55.005981] [INFO ] [sig       ] OSPN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:55.152864] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OSPN.txt
[2025-12-10T20:30:55.153015] [INFO ] [sig       ] [2438/3612] Completed OSPN in 0.3s | 2.87 sym/s | Total: 14.1m | ETA: 6.8m
[2025-12-10T20:30:55.153054] [INFO ] [sig       ] [2439/3612] Forecasting OSS...
[2025-12-10T20:30:55.153082] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-10T20:30:55.153110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-10T20:30:55.164354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-10T20:30:55.164686] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-10T20:30:55.165451] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-10T20:30:55.165500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:55.165531] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:55.165556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:55.165631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:55.223098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:55.223972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:55.224052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:55.224084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:55.340805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:55.340960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:55.340999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:55.341027] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:55.344361] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-10T20:30:55.344654] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-10T20:30:55.344778] [INFO ] [sig       ] OSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:55.500696] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OSS.txt
[2025-12-10T20:30:55.500853] [INFO ] [sig       ] [2439/3612] Completed OSS in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:55.500892] [INFO ] [sig       ] [2440/3612] Forecasting OTEX...
[2025-12-10T20:30:55.500921] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-10T20:30:55.500949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-10T20:30:55.512482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-10T20:30:55.512858] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-10T20:30:55.513647] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-10T20:30:55.513702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:55.513736] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:55.513761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:55.513818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:55.572243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:55.573136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:55.573241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:55.573274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:55.696531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:55.696712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:55.696750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:55.696777] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:55.700179] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-10T20:30:55.700514] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-10T20:30:55.700669] [INFO ] [sig       ] OTEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:55.844343] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OTEX.txt
[2025-12-10T20:30:55.844505] [INFO ] [sig       ] [2440/3612] Completed OTEX in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:55.844543] [INFO ] [sig       ] [2441/3612] Forecasting OTIS...
[2025-12-10T20:30:55.844589] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-10T20:30:55.844622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-10T20:30:55.855872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-10T20:30:55.856226] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-10T20:30:55.857008] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-10T20:30:55.857058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:55.857089] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:55.857114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:55.857174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:55.913628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:55.914507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:55.914612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:55.914650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:56.034170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:56.034333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:56.034372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:56.034399] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:56.037820] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-10T20:30:56.038157] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-10T20:30:56.038298] [INFO ] [sig       ] OTIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:56.180385] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OTIS.txt
[2025-12-10T20:30:56.180596] [INFO ] [sig       ] [2441/3612] Completed OTIS in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:56.180641] [INFO ] [sig       ] [2442/3612] Forecasting OTLY...
[2025-12-10T20:30:56.180670] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-10T20:30:56.180699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-10T20:30:56.192626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-10T20:30:56.193035] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-10T20:30:56.193850] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-10T20:30:56.193901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:56.193946] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:56.193974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:56.194034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:56.252048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:56.252912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:56.252995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:56.253028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:56.373635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:56.373790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:56.373829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:56.373856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:56.377159] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=54.48%)
[2025-12-10T20:30:56.377429] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-10T20:30:56.377548] [INFO ] [sig       ] OTLY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:56.522034] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OTLY.txt
[2025-12-10T20:30:56.522198] [INFO ] [sig       ] [2442/3612] Completed OTLY in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:56.522238] [INFO ] [sig       ] [2443/3612] Forecasting OVID...
[2025-12-10T20:30:56.522267] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-10T20:30:56.522295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-10T20:30:56.533749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-10T20:30:56.534097] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-10T20:30:56.534879] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-10T20:30:56.534927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:56.534958] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:56.534983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:56.535037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:56.591501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:56.592348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:56.592428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:56.592461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:56.710968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:56.711119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:56.711157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:56.711184] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:56.714461] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-10T20:30:56.714755] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-10T20:30:56.714876] [INFO ] [sig       ] OVID: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:56.855186] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OVID.txt
[2025-12-10T20:30:56.855335] [INFO ] [sig       ] [2443/3612] Completed OVID in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:56.855407] [INFO ] [sig       ] [2444/3612] Forecasting OVLY...
[2025-12-10T20:30:56.855437] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-10T20:30:56.855466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-10T20:30:56.866337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-10T20:30:56.866736] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-10T20:30:56.867521] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-10T20:30:56.867589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:56.867622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:56.867648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:56.867702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:56.924299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:56.925165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:56.925247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:56.925279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:57.025379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:57.025528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:57.025584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:57.025615] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:57.029015] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2025-12-10T20:30:57.029297] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-10T20:30:57.029422] [INFO ] [sig       ] OVLY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:57.169141] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OVLY.txt
[2025-12-10T20:30:57.169290] [INFO ] [sig       ] [2444/3612] Completed OVLY in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:57.169336] [INFO ] [sig       ] [2445/3612] Forecasting OWL...
[2025-12-10T20:30:57.169368] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-10T20:30:57.169395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-10T20:30:57.185477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-10T20:30:57.185874] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-10T20:30:57.186671] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-10T20:30:57.186721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:57.186752] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:57.186777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:57.186833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:57.243060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:57.243946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:57.244025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:57.244056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:57.364495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:57.364682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:57.364732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:57.364763] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:57.368164] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-10T20:30:57.368451] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-10T20:30:57.368594] [INFO ] [sig       ] OWL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:57.510162] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OWL.txt
[2025-12-10T20:30:57.510351] [INFO ] [sig       ] [2445/3612] Completed OWL in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:57.510399] [INFO ] [sig       ] [2446/3612] Forecasting OXLC...
[2025-12-10T20:30:57.510435] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-10T20:30:57.510465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-10T20:30:57.522456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-10T20:30:57.522866] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-10T20:30:57.523728] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-10T20:30:57.523782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:57.523814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:57.523842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:57.523900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:57.581542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:57.582427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:57.582513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:57.582546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:57.703705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:57.703854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:57.703892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:57.703918] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:57.707224] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-12-10T20:30:57.707504] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-10T20:30:57.707646] [INFO ] [sig       ] OXLC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:57.847434] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OXLC.txt
[2025-12-10T20:30:57.847601] [INFO ] [sig       ] [2446/3612] Completed OXLC in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:57.847644] [INFO ] [sig       ] [2447/3612] Forecasting OXM...
[2025-12-10T20:30:57.847674] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-10T20:30:57.847704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-10T20:30:57.858652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-10T20:30:57.858998] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-10T20:30:57.859774] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-10T20:30:57.859824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:57.859856] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:57.859909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:57.859965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:57.916207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:57.917175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:57.917261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:57.917295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:58.038544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:58.038712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:58.038754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:58.038783] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:58.042144] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-10T20:30:58.042447] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-10T20:30:58.042599] [INFO ] [sig       ] OXM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:58.184963] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OXM.txt
[2025-12-10T20:30:58.185173] [INFO ] [sig       ] [2447/3612] Completed OXM in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:58.185243] [INFO ] [sig       ] [2448/3612] Forecasting OXSQ...
[2025-12-10T20:30:58.185296] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-10T20:30:58.185349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-10T20:30:58.200678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-10T20:30:58.201113] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-10T20:30:58.202198] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-10T20:30:58.202265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:58.202313] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:58.202355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:58.202440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:58.261146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:58.261986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:58.262068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:58.262101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:58.378122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:58.378236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:58.378274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:58.378301] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:58.381597] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-12-10T20:30:58.381865] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-10T20:30:58.381982] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:58.520446] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OXSQ.txt
[2025-12-10T20:30:58.520608] [INFO ] [sig       ] [2448/3612] Completed OXSQ in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.8m
[2025-12-10T20:30:58.520652] [INFO ] [sig       ] [2449/3612] Forecasting OZEM...
[2025-12-10T20:30:58.520682] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-10T20:30:58.520712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-10T20:30:58.531226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-10T20:30:58.531524] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-10T20:30:58.532315] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-10T20:30:58.532366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:58.532397] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:58.532423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:58.532478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:58.590916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:58.591860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:58.591969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:58.592003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:58.700624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:58.700774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:58.700813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:58.700857] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:58.704464] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-10T20:30:58.704878] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-10T20:30:58.705021] [INFO ] [sig       ] OZEM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:58.848851] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OZEM.txt
[2025-12-10T20:30:58.849009] [INFO ] [sig       ] [2449/3612] Completed OZEM in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:30:58.849048] [INFO ] [sig       ] [2450/3612] Forecasting OZK...
[2025-12-10T20:30:58.849076] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-10T20:30:58.849105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-10T20:30:58.860592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-10T20:30:58.860966] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-10T20:30:58.861744] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-10T20:30:58.861794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:58.861824] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:58.861850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:58.861904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:58.920114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:58.920976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:58.921074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:58.921109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:59.042984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:59.043139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:59.043178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:59.043206] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:59.046683] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-10T20:30:59.046996] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-10T20:30:59.047129] [INFO ] [sig       ] OZK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:30:59.200394] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/OZK.txt
[2025-12-10T20:30:59.200548] [INFO ] [sig       ] [2450/3612] Completed OZK in 0.4s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:30:59.200610] [INFO ] [sig       ] [2451/3612] Forecasting OZKAP...
[2025-12-10T20:30:59.200641] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-10T20:30:59.200669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-10T20:30:59.212047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-10T20:30:59.212450] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-10T20:30:59.213264] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-10T20:30:59.213316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:59.213346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:59.213371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:59.213425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:59.269390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:59.270220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:59.270299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:59.270345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:59.383112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:59.383259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:59.383298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:59.383325] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:59.386625] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=63.47%)
[2025-12-10T20:30:59.386895] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-10T20:30:59.387014] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:59.525038] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/OZKAP.txt
[2025-12-10T20:30:59.525164] [INFO ] [sig       ] [2451/3612] Completed OZKAP in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:30:59.525203] [INFO ] [sig       ] [2452/3612] Forecasting PAA...
[2025-12-10T20:30:59.525232] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-10T20:30:59.525260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-10T20:30:59.536401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-10T20:30:59.536721] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-10T20:30:59.537465] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-10T20:30:59.537514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:59.537545] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:59.537588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:59.537646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:59.593534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:59.594210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:59.594286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:59.594317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:30:59.713492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:30:59.713664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:30:59.713702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:30:59.713728] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:30:59.717079] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-12-10T20:30:59.717369] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-10T20:30:59.717492] [INFO ] [sig       ] PAA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:30:59.856329] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAA.txt
[2025-12-10T20:30:59.856451] [INFO ] [sig       ] [2452/3612] Completed PAA in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:30:59.856489] [INFO ] [sig       ] [2453/3612] Forecasting PAAS...
[2025-12-10T20:30:59.856516] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-10T20:30:59.856545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-10T20:30:59.867624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-10T20:30:59.867962] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-10T20:30:59.868761] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-10T20:30:59.868812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:30:59.868843] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:30:59.868882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:30:59.868940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:30:59.927309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:30:59.928054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:30:59.928131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:30:59.928163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:00.051431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:00.051591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:00.051631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:00.051659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:00.054973] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-10T20:31:00.055237] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-10T20:31:00.055354] [INFO ] [sig       ] PAAS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:00.193225] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PAAS.txt
[2025-12-10T20:31:00.193347] [INFO ] [sig       ] [2453/3612] Completed PAAS in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:31:00.193385] [INFO ] [sig       ] [2454/3612] Forecasting PAC...
[2025-12-10T20:31:00.193413] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-10T20:31:00.193441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-10T20:31:00.204624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-10T20:31:00.204951] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-10T20:31:00.205721] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-10T20:31:00.205770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:00.205801] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:00.205827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:00.205882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:00.262455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:00.263143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:00.263220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:00.263253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:00.384897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:00.385057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:00.385097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:00.385127] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:00.388554] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-12-10T20:31:00.388857] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-10T20:31:00.388985] [INFO ] [sig       ] PAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:00.530276] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAC.txt
[2025-12-10T20:31:00.530408] [INFO ] [sig       ] [2454/3612] Completed PAC in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:31:00.530447] [INFO ] [sig       ] [2455/3612] Forecasting PACB...
[2025-12-10T20:31:00.530476] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-10T20:31:00.530504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-10T20:31:00.541702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-10T20:31:00.541987] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-10T20:31:00.542780] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-10T20:31:00.542829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:00.542859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:00.542884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:00.542938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:00.599474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:00.600188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:00.600265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:00.600297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:00.715409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:00.715555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:00.715610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:00.715638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:00.718903] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-10T20:31:00.719167] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-10T20:31:00.719282] [INFO ] [sig       ] PACB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:00.858134] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PACB.txt
[2025-12-10T20:31:00.858299] [INFO ] [sig       ] [2455/3612] Completed PACB in 0.3s | 2.87 sym/s | Total: 14.2m | ETA: 6.7m
[2025-12-10T20:31:00.858344] [INFO ] [sig       ] [2456/3612] Forecasting PACK...
[2025-12-10T20:31:00.858384] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-10T20:31:00.858421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-10T20:31:00.869290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-10T20:31:00.869658] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-10T20:31:00.870426] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-10T20:31:00.870476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:00.870507] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:00.870533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:00.870610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:00.931022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:00.931878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:00.931959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:00.931992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:01.056756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:01.057104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:01.057146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:01.057173] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:01.060833] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-10T20:31:01.061098] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-10T20:31:01.061217] [INFO ] [sig       ] PACK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:01.208497] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PACK.txt
[2025-12-10T20:31:01.208673] [INFO ] [sig       ] [2456/3612] Completed PACK in 0.4s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:01.208716] [INFO ] [sig       ] [2457/3612] Forecasting PAGP...
[2025-12-10T20:31:01.208748] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-10T20:31:01.208784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-10T20:31:01.226559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-10T20:31:01.226986] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-10T20:31:01.227890] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-10T20:31:01.227945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:01.227977] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:01.228003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:01.228059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:01.286050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:01.286860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:01.286969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:01.287002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:01.406733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:01.406852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:01.406889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:01.406918] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:01.410600] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-10T20:31:01.410911] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-10T20:31:01.411052] [INFO ] [sig       ] PAGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:01.557292] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PAGP.txt
[2025-12-10T20:31:01.557437] [INFO ] [sig       ] [2457/3612] Completed PAGP in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:01.557476] [INFO ] [sig       ] [2458/3612] Forecasting PAGS...
[2025-12-10T20:31:01.557507] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-10T20:31:01.557537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-10T20:31:01.569227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-10T20:31:01.569551] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-10T20:31:01.570357] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-10T20:31:01.570409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:01.570441] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:01.570467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:01.570522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:01.629468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:01.630197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:01.630279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:01.630312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:01.756701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:01.756860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:01.756898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:01.756927] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:01.760356] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-10T20:31:01.760691] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-10T20:31:01.760825] [INFO ] [sig       ] PAGS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:01.904970] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAGS.txt
[2025-12-10T20:31:01.905125] [INFO ] [sig       ] [2458/3612] Completed PAGS in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:01.905165] [INFO ] [sig       ] [2459/3612] Forecasting PAHC...
[2025-12-10T20:31:01.905193] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-10T20:31:01.905222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-10T20:31:01.916625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-10T20:31:01.916962] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-10T20:31:01.917765] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-10T20:31:01.917815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:01.917846] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:01.917871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:01.917925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:01.975037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:01.975889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:01.975974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:01.976006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:02.090022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:02.090175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:02.090212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:02.090239] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:02.093538] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-10T20:31:02.093832] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-10T20:31:02.093954] [INFO ] [sig       ] PAHC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:02.230782] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAHC.txt
[2025-12-10T20:31:02.230927] [INFO ] [sig       ] [2459/3612] Completed PAHC in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:02.230966] [INFO ] [sig       ] [2460/3612] Forecasting PAL...
[2025-12-10T20:31:02.230994] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-10T20:31:02.231023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-10T20:31:02.241872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-10T20:31:02.242202] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-10T20:31:02.243001] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-10T20:31:02.243051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:02.243082] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:02.243107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:02.243161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:02.300898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:02.301864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:02.301949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:02.301983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:02.425809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:02.425974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:02.426012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:02.426039] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:02.429489] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-10T20:31:02.429790] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-10T20:31:02.429918] [INFO ] [sig       ] PAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:02.570715] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PAL.txt
[2025-12-10T20:31:02.570911] [INFO ] [sig       ] [2460/3612] Completed PAL in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:02.570952] [INFO ] [sig       ] [2461/3612] Forecasting PAM...
[2025-12-10T20:31:02.570980] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-10T20:31:02.571010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-10T20:31:02.581902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-10T20:31:02.582232] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-10T20:31:02.583045] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-10T20:31:02.583097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:02.583129] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:02.583156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:02.583212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:02.641919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:02.642791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:02.642877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:02.642911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:02.763402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:02.763556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:02.763611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:02.763641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:02.766935] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=35.27%)
[2025-12-10T20:31:02.767204] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-10T20:31:02.767325] [INFO ] [sig       ] PAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:02.920209] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PAM.txt
[2025-12-10T20:31:02.920353] [INFO ] [sig       ] [2461/3612] Completed PAM in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:02.920391] [INFO ] [sig       ] [2462/3612] Forecasting PANL...
[2025-12-10T20:31:02.920421] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-10T20:31:02.920451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-10T20:31:02.932958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-10T20:31:02.933362] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-10T20:31:02.934216] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-10T20:31:02.934269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:02.934300] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:02.934326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:02.934381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:02.992239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:02.993133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:02.993217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:02.993250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:03.116471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:03.116662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:03.116715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:03.116754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:03.120105] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-10T20:31:03.120377] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-10T20:31:03.120501] [INFO ] [sig       ] PANL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:03.259421] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PANL.txt
[2025-12-10T20:31:03.259564] [INFO ] [sig       ] [2462/3612] Completed PANL in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:03.259620] [INFO ] [sig       ] [2463/3612] Forecasting PASG...
[2025-12-10T20:31:03.259650] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-10T20:31:03.259680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-10T20:31:03.271294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-10T20:31:03.271640] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-10T20:31:03.272414] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-10T20:31:03.272466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:03.272497] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:03.272525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:03.272607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:03.329472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:03.330262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:03.330342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:03.330375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:03.448966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:03.449129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:03.449168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:03.449196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:03.452669] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=47.26%)
[2025-12-10T20:31:03.452974] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-10T20:31:03.453106] [INFO ] [sig       ] PASG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:03.594698] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PASG.txt
[2025-12-10T20:31:03.594851] [INFO ] [sig       ] [2463/3612] Completed PASG in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:03.594889] [INFO ] [sig       ] [2464/3612] Forecasting PATH...
[2025-12-10T20:31:03.594919] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-10T20:31:03.594948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-10T20:31:03.606859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-10T20:31:03.607228] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-10T20:31:03.608061] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-10T20:31:03.608111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:03.608169] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:03.608196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:03.608264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:03.666748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:03.667594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:03.667679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:03.667712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:03.804781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:03.804936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:03.804975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:03.805005] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:03.808558] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-10T20:31:03.808861] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-10T20:31:03.808994] [INFO ] [sig       ] PATH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:03.955437] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PATH.txt
[2025-12-10T20:31:03.955607] [INFO ] [sig       ] [2464/3612] Completed PATH in 0.4s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:03.955650] [INFO ] [sig       ] [2465/3612] Forecasting PATK...
[2025-12-10T20:31:03.955680] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-10T20:31:03.955708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-10T20:31:03.968414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-10T20:31:03.968748] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-10T20:31:03.969719] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-10T20:31:03.969770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:03.969800] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:03.969826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:03.969885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:04.027858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:04.028658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:04.028738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:04.028770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:04.149157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:04.149307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:04.149347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:04.149376] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:04.153589] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-12-10T20:31:04.153925] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-10T20:31:04.154095] [INFO ] [sig       ] PATK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:04.300726] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PATK.txt
[2025-12-10T20:31:04.300899] [INFO ] [sig       ] [2465/3612] Completed PATK in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.7m
[2025-12-10T20:31:04.300948] [INFO ] [sig       ] [2466/3612] Forecasting PAX...
[2025-12-10T20:31:04.300981] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-10T20:31:04.301010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-10T20:31:04.314353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-10T20:31:04.314774] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-10T20:31:04.315567] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-10T20:31:04.315652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:04.315686] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:04.315712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:04.315768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:04.374223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:04.375092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:04.375178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:04.375211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:04.502725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:04.502898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:04.502948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:04.502985] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:04.507490] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-10T20:31:04.507891] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-10T20:31:04.508051] [INFO ] [sig       ] PAX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:04.665377] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAX.txt
[2025-12-10T20:31:04.665516] [INFO ] [sig       ] [2466/3612] Completed PAX in 0.4s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:04.665554] [INFO ] [sig       ] [2467/3612] Forecasting PAXS...
[2025-12-10T20:31:04.665601] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-10T20:31:04.665632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-10T20:31:04.677800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-10T20:31:04.678111] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-10T20:31:04.678895] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-10T20:31:04.678950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:04.678981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:04.679008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:04.679063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:04.737192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:04.737920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:04.738003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:04.738035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:04.854342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:04.854491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:04.854529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:04.854608] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:04.858140] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-10T20:31:04.858437] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-10T20:31:04.858565] [INFO ] [sig       ] PAXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:04.998283] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAXS.txt
[2025-12-10T20:31:04.998431] [INFO ] [sig       ] [2467/3612] Completed PAXS in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:04.998472] [INFO ] [sig       ] [2468/3612] Forecasting PAY...
[2025-12-10T20:31:04.998502] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-10T20:31:04.998533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-10T20:31:05.010633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-10T20:31:05.010970] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-10T20:31:05.011782] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-10T20:31:05.011835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:05.011868] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:05.011898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:05.011957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:05.069787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:05.070650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:05.070733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:05.070764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:05.192246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:05.192403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:05.192444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:05.192472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:05.196494] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-10T20:31:05.196879] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-10T20:31:05.197044] [INFO ] [sig       ] PAY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:05.342022] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAY.txt
[2025-12-10T20:31:05.342204] [INFO ] [sig       ] [2468/3612] Completed PAY in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:05.342250] [INFO ] [sig       ] [2469/3612] Forecasting PAYC...
[2025-12-10T20:31:05.342282] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-10T20:31:05.342313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-10T20:31:05.361410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-10T20:31:05.361821] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-10T20:31:05.362659] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-10T20:31:05.362720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:05.362766] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:05.362802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:05.362861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:05.421606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:05.422479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:05.422570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:05.422626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:05.543259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:05.543413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:05.543477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:05.543522] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:05.547101] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-10T20:31:05.547417] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-10T20:31:05.547550] [INFO ] [sig       ] PAYC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:05.696303] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAYC.txt
[2025-12-10T20:31:05.696455] [INFO ] [sig       ] [2469/3612] Completed PAYC in 0.4s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:05.696500] [INFO ] [sig       ] [2470/3612] Forecasting PAYO...
[2025-12-10T20:31:05.696531] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-10T20:31:05.696561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-10T20:31:05.708511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-10T20:31:05.708936] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-10T20:31:05.709757] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-10T20:31:05.709809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:05.709842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:05.709867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:05.709923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:05.767823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:05.768693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:05.768777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:05.768814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:05.896761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:05.896929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:05.896970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:05.896999] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:05.900420] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-10T20:31:05.900713] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-10T20:31:05.900839] [INFO ] [sig       ] PAYO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:06.039424] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAYO.txt
[2025-12-10T20:31:06.039590] [INFO ] [sig       ] [2470/3612] Completed PAYO in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:06.039656] [INFO ] [sig       ] [2471/3612] Forecasting PAYS...
[2025-12-10T20:31:06.039699] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-10T20:31:06.039743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-10T20:31:06.055759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-10T20:31:06.056162] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-10T20:31:06.057011] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-10T20:31:06.057064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:06.057098] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:06.057125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:06.057182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:06.115726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:06.116504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:06.116601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:06.116638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:06.238844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:06.239008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:06.239051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:06.239078] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:06.242651] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-10T20:31:06.242950] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-10T20:31:06.243080] [INFO ] [sig       ] PAYS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:06.393410] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PAYS.txt
[2025-12-10T20:31:06.393558] [INFO ] [sig       ] [2471/3612] Completed PAYS in 0.4s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:06.393615] [INFO ] [sig       ] [2472/3612] Forecasting PAYX...
[2025-12-10T20:31:06.393645] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-10T20:31:06.393674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-10T20:31:06.406707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-10T20:31:06.407119] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-10T20:31:06.407989] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-10T20:31:06.408041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:06.408072] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:06.408098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:06.408153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:06.472674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:06.473598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:06.473683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:06.473716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:06.595521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:06.595687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:06.595728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:06.595757] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:06.599208] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-10T20:31:06.599477] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-10T20:31:06.599634] [INFO ] [sig       ] PAYX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:06.743386] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PAYX.txt
[2025-12-10T20:31:06.743538] [INFO ] [sig       ] [2472/3612] Completed PAYX in 0.3s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:06.743599] [INFO ] [sig       ] [2473/3612] Forecasting PB...
[2025-12-10T20:31:06.743631] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-10T20:31:06.743659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-10T20:31:06.761839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-10T20:31:06.762161] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-10T20:31:06.762933] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-10T20:31:06.762982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:06.763013] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:06.763038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:06.763092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:06.822270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:06.823075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:06.823157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:06.823191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:06.948698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:06.948849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:06.948906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:06.948936] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:06.952441] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-10T20:31:06.952799] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-10T20:31:06.952949] [INFO ] [sig       ] PB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:07.100872] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PB.txt
[2025-12-10T20:31:07.101025] [INFO ] [sig       ] [2473/3612] Completed PB in 0.4s | 2.87 sym/s | Total: 14.3m | ETA: 6.6m
[2025-12-10T20:31:07.101065] [INFO ] [sig       ] [2474/3612] Forecasting PBA...
[2025-12-10T20:31:07.101094] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-10T20:31:07.101122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-10T20:31:07.113144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-10T20:31:07.113544] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-10T20:31:07.114364] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-10T20:31:07.114417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:07.114448] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:07.114476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:07.114533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:07.173318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:07.174213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:07.174354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:07.174398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:07.299316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:07.299478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:07.299519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:07.299548] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:07.303099] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-10T20:31:07.303428] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-10T20:31:07.303564] [INFO ] [sig       ] PBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:07.445170] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PBA.txt
[2025-12-10T20:31:07.445310] [INFO ] [sig       ] [2474/3612] Completed PBA in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:07.445349] [INFO ] [sig       ] [2475/3612] Forecasting PBF...
[2025-12-10T20:31:07.445377] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-10T20:31:07.445407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-10T20:31:07.456365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-10T20:31:07.456675] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-10T20:31:07.457419] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-10T20:31:07.457469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:07.457500] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:07.457526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:07.457600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:07.514972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:07.515841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:07.515924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:07.515957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:07.644060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:07.644211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:07.644249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:07.644276] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:07.647890] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-10T20:31:07.648162] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-10T20:31:07.648283] [INFO ] [sig       ] PBF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:07.792514] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PBF.txt
[2025-12-10T20:31:07.792723] [INFO ] [sig       ] [2475/3612] Completed PBF in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:07.792774] [INFO ] [sig       ] [2476/3612] Forecasting PBFS...
[2025-12-10T20:31:07.792814] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-10T20:31:07.792852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-10T20:31:07.805762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-10T20:31:07.806307] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-10T20:31:07.807430] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-10T20:31:07.807482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:07.807513] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:07.807538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:07.807617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:07.864542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:07.865603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:07.865692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:07.865725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:07.967312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:07.967473] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:31:07.967513] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:07.967539] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:07.971010] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-10T20:31:07.971314] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-10T20:31:07.971444] [INFO ] [sig       ] PBFS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:08.115044] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PBFS.txt
[2025-12-10T20:31:08.115202] [INFO ] [sig       ] [2476/3612] Completed PBFS in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:08.115240] [INFO ] [sig       ] [2477/3612] Forecasting PBH...
[2025-12-10T20:31:08.115267] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-10T20:31:08.115298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-10T20:31:08.130259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-10T20:31:08.130646] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-10T20:31:08.131406] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-10T20:31:08.131457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:08.131501] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:08.131527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:08.131597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:08.189515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:08.190564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:08.190664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:08.190695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:08.309958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:08.310114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:08.310154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:08.310183] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:08.313606] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=15.22%)
[2025-12-10T20:31:08.313885] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-10T20:31:08.314010] [INFO ] [sig       ] PBH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:08.456127] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PBH.txt
[2025-12-10T20:31:08.456300] [INFO ] [sig       ] [2477/3612] Completed PBH in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:08.456340] [INFO ] [sig       ] [2478/3612] Forecasting PBI...
[2025-12-10T20:31:08.456370] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-10T20:31:08.456399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-10T20:31:08.468771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-10T20:31:08.469157] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-10T20:31:08.469962] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-10T20:31:08.470015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:08.470054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:08.470085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:08.470322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:08.530076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:08.530933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:08.531022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:08.531053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:08.654303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:08.654453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:08.654490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:08.654518] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:08.658008] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-10T20:31:08.658284] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-10T20:31:08.658406] [INFO ] [sig       ] PBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:08.800069] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PBI.txt
[2025-12-10T20:31:08.800204] [INFO ] [sig       ] [2478/3612] Completed PBI in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:08.800242] [INFO ] [sig       ] [2479/3612] Forecasting PBM...
[2025-12-10T20:31:08.800270] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-10T20:31:08.800299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-10T20:31:08.811393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-10T20:31:08.811715] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-10T20:31:08.812456] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-10T20:31:08.812506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:08.812537] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:08.812562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:08.812638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:08.875029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:08.875807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:08.875884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:08.875916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:08.996192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:08.996341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:08.996378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:08.996405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:08.999710] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-10T20:31:08.999983] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-10T20:31:09.000100] [INFO ] [sig       ] PBM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:09.140452] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PBM.txt
[2025-12-10T20:31:09.140630] [INFO ] [sig       ] [2479/3612] Completed PBM in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:09.140672] [INFO ] [sig       ] [2480/3612] Forecasting PBYI...
[2025-12-10T20:31:09.140702] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-10T20:31:09.140730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-10T20:31:09.152054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-10T20:31:09.152339] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-10T20:31:09.153105] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-10T20:31:09.153158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:09.153189] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:09.153215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:09.153269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:09.210039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:09.210785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:09.210863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:09.210896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:09.331445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:09.331604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:09.331645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:09.331673] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:09.335003] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=52.62%)
[2025-12-10T20:31:09.335272] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-10T20:31:09.335392] [INFO ] [sig       ] PBYI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:09.483443] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PBYI.txt
[2025-12-10T20:31:09.483596] [INFO ] [sig       ] [2480/3612] Completed PBYI in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:09.483637] [INFO ] [sig       ] [2481/3612] Forecasting PCB...
[2025-12-10T20:31:09.483672] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-10T20:31:09.483701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-10T20:31:09.494553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-10T20:31:09.494847] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-10T20:31:09.495606] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-10T20:31:09.495656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:09.495711] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:09.495738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:09.495798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:09.556661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:09.557513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:09.557607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:09.557641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:09.673721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:09.673864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:09.673901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:09.673927] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:09.677795] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-10T20:31:09.678065] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-10T20:31:09.678342] [INFO ] [sig       ] PCB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:09.818564] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PCB.txt
[2025-12-10T20:31:09.818709] [INFO ] [sig       ] [2481/3612] Completed PCB in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:09.818747] [INFO ] [sig       ] [2482/3612] Forecasting PCF...
[2025-12-10T20:31:09.818776] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-10T20:31:09.818804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-10T20:31:09.833211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-10T20:31:09.833668] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-10T20:31:09.834538] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-10T20:31:09.834621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:09.834657] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:09.834683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:09.834741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:09.893411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:09.894523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:09.894644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:09.894681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:10.018687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:10.018852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:10.018893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:10.018921] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:10.022338] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-10T20:31:10.022663] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-10T20:31:10.022797] [INFO ] [sig       ] PCF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:10.169895] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PCF.txt
[2025-12-10T20:31:10.170057] [INFO ] [sig       ] [2482/3612] Completed PCF in 0.4s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:10.170101] [INFO ] [sig       ] [2483/3612] Forecasting PCG...
[2025-12-10T20:31:10.170141] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-10T20:31:10.170182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-10T20:31:10.182243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-10T20:31:10.182543] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-10T20:31:10.183323] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-10T20:31:10.183375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:10.183408] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:10.183435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:10.183492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:10.242132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:10.242929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:10.243011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:10.243044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:10.371396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:10.371559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:10.371620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:10.371649] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:10.375233] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-10T20:31:10.375522] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-10T20:31:10.375687] [INFO ] [sig       ] PCG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:10.519124] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PCG.txt
[2025-12-10T20:31:10.519281] [INFO ] [sig       ] [2483/3612] Completed PCG in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.6m
[2025-12-10T20:31:10.519320] [INFO ] [sig       ] [2484/3612] Forecasting PCH...
[2025-12-10T20:31:10.519349] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-10T20:31:10.519378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-10T20:31:10.530843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-10T20:31:10.531398] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-10T20:31:10.532172] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-10T20:31:10.532223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:10.532253] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:10.532278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:10.532332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:10.589558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:10.590442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:10.590528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:10.590562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:10.714833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:10.714991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:10.715029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:10.715074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:10.718687] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-10T20:31:10.719108] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-10T20:31:10.719441] [INFO ] [sig       ] PCH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:10.875405] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PCH.txt
[2025-12-10T20:31:10.875558] [INFO ] [sig       ] [2484/3612] Completed PCH in 0.4s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:10.875615] [INFO ] [sig       ] [2485/3612] Forecasting PCM...
[2025-12-10T20:31:10.875645] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-10T20:31:10.875674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-10T20:31:10.887370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-10T20:31:10.887646] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-10T20:31:10.888415] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-10T20:31:10.888464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:10.888494] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:10.888519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:10.888591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:10.945231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:10.945850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:10.945926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:10.945957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:11.065367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:11.065513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:11.065551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:11.065597] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:11.068865] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-10T20:31:11.069134] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-10T20:31:11.069252] [INFO ] [sig       ] PCM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:11.208593] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PCM.txt
[2025-12-10T20:31:11.208722] [INFO ] [sig       ] [2485/3612] Completed PCM in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:11.208759] [INFO ] [sig       ] [2486/3612] Forecasting PCN...
[2025-12-10T20:31:11.208788] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-10T20:31:11.208815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-10T20:31:11.221018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-10T20:31:11.221303] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-10T20:31:11.222061] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-10T20:31:11.222111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:11.222142] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:11.222168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:11.222223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:11.278340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:11.278950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:11.279026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:11.279057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:11.401385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:11.401507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:11.401544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:11.401603] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:11.404979] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=81.15%)
[2025-12-10T20:31:11.405430] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-10T20:31:11.405547] [INFO ] [sig       ] PCN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:11.551603] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PCN.txt
[2025-12-10T20:31:11.551749] [INFO ] [sig       ] [2486/3612] Completed PCN in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:11.551787] [INFO ] [sig       ] [2487/3612] Forecasting PCQ...
[2025-12-10T20:31:11.551816] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-10T20:31:11.551845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-10T20:31:11.563673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-10T20:31:11.563991] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-10T20:31:11.564783] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-10T20:31:11.564833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:11.564863] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:11.564888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:11.564942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:11.624706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:11.625514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:11.625613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:11.625648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:11.743447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:11.743612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:11.743650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:11.743678] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:11.747117] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-12-10T20:31:11.747380] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-10T20:31:11.747498] [INFO ] [sig       ] PCQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:11.936951] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PCQ.txt
[2025-12-10T20:31:11.937084] [INFO ] [sig       ] [2487/3612] Completed PCQ in 0.4s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:11.937123] [INFO ] [sig       ] [2488/3612] Forecasting PCRX...
[2025-12-10T20:31:11.937151] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-10T20:31:11.937179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-10T20:31:11.948945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-10T20:31:11.949237] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-10T20:31:11.950027] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-10T20:31:11.950087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:11.950125] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:11.950155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:11.950220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:12.009133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:12.009932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:12.010008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:12.010044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:12.133130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:12.133270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:12.133307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:12.133334] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:12.136592] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-12-10T20:31:12.136856] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-10T20:31:12.136976] [INFO ] [sig       ] PCRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:12.282481] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PCRX.txt
[2025-12-10T20:31:12.282639] [INFO ] [sig       ] [2488/3612] Completed PCRX in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:12.282680] [INFO ] [sig       ] [2489/3612] Forecasting PCTY...
[2025-12-10T20:31:12.282709] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-10T20:31:12.282738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-10T20:31:12.294234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-10T20:31:12.294624] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-10T20:31:12.295389] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-10T20:31:12.295439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:12.295469] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:12.295494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:12.295548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:12.352758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:12.353707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:12.353787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:12.353818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:12.473486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:12.473655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:12.473694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:12.473722] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:12.477441] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-10T20:31:12.477771] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-10T20:31:12.477902] [INFO ] [sig       ] PCTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:12.619179] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PCTY.txt
[2025-12-10T20:31:12.619306] [INFO ] [sig       ] [2489/3612] Completed PCTY in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:12.619343] [INFO ] [sig       ] [2490/3612] Forecasting PCVX...
[2025-12-10T20:31:12.619565] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-10T20:31:12.619612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-10T20:31:12.630797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-10T20:31:12.631071] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-10T20:31:12.631856] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-10T20:31:12.631917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:12.631948] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:12.631974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:12.632028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:12.690801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:12.691658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:12.691737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:12.691769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:12.816757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:12.816904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:12.816943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:12.816972] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:12.820895] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-10T20:31:12.821166] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-10T20:31:12.821481] [INFO ] [sig       ] PCVX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:12.967311] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PCVX.txt
[2025-12-10T20:31:12.967446] [INFO ] [sig       ] [2490/3612] Completed PCVX in 0.3s | 2.87 sym/s | Total: 14.4m | ETA: 6.5m
[2025-12-10T20:31:12.967484] [INFO ] [sig       ] [2491/3612] Forecasting PCYO...
[2025-12-10T20:31:12.967513] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-10T20:31:12.967541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-10T20:31:12.979151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-10T20:31:12.979429] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-10T20:31:12.980224] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-10T20:31:12.980275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:12.980305] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:12.980331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:12.980384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:13.038843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:13.039467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:13.039569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:13.039622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:13.159877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:13.160023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:13.160066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:13.160095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:13.163409] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-10T20:31:13.163699] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-10T20:31:13.163820] [INFO ] [sig       ] PCYO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:13.308067] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PCYO.txt
[2025-12-10T20:31:13.308181] [INFO ] [sig       ] [2491/3612] Completed PCYO in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:13.308392] [INFO ] [sig       ] [2492/3612] Forecasting PD...
[2025-12-10T20:31:13.308426] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-10T20:31:13.308454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-10T20:31:13.320646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-10T20:31:13.320921] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-10T20:31:13.321679] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-10T20:31:13.321729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:13.321760] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:13.321786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:13.321841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:13.379617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:13.380233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:13.380308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:13.380339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:13.502415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:13.502583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:13.502623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:13.502651] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:13.505925] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-10T20:31:13.506221] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-10T20:31:13.506339] [INFO ] [sig       ] PD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:13.653327] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PD.txt
[2025-12-10T20:31:13.653480] [INFO ] [sig       ] [2492/3612] Completed PD in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:13.653521] [INFO ] [sig       ] [2493/3612] Forecasting PDBC...
[2025-12-10T20:31:13.653549] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-10T20:31:13.653594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-10T20:31:13.666491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-10T20:31:13.666920] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-10T20:31:13.667852] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-10T20:31:13.667908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:13.667941] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:13.667980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:13.668066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:13.733193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:13.734072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:13.734181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:13.734216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:13.850792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:13.850951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:13.850992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:13.851020] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:13.854730] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2025-12-10T20:31:13.855108] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-10T20:31:13.855257] [INFO ] [sig       ] PDBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:14.000718] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PDBC.txt
[2025-12-10T20:31:14.000867] [INFO ] [sig       ] [2493/3612] Completed PDBC in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:14.000906] [INFO ] [sig       ] [2494/3612] Forecasting PDD...
[2025-12-10T20:31:14.000935] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-10T20:31:14.000964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-10T20:31:14.012612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-10T20:31:14.012927] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-10T20:31:14.013770] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-10T20:31:14.013822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:14.013855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:14.013882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:14.013939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:14.072424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:14.073360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:14.073443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:14.073477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:14.197383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:14.197537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:14.197593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:14.197625] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:14.201000] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=72.06%)
[2025-12-10T20:31:14.201282] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-10T20:31:14.201413] [INFO ] [sig       ] PDD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:14.348885] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDD.txt
[2025-12-10T20:31:14.349077] [INFO ] [sig       ] [2494/3612] Completed PDD in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:14.349116] [INFO ] [sig       ] [2495/3612] Forecasting PDEX...
[2025-12-10T20:31:14.349147] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-10T20:31:14.349176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-10T20:31:14.360250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-10T20:31:14.360754] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-10T20:31:14.361535] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-10T20:31:14.361614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:14.361650] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:14.361677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:14.361735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:14.418380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:14.419247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:14.419327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:14.419358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:14.544828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:14.544978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:14.545017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:14.545045] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:14.548486] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-10T20:31:14.548834] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-10T20:31:14.548968] [INFO ] [sig       ] PDEX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:14.695146] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDEX.txt
[2025-12-10T20:31:14.695489] [INFO ] [sig       ] [2495/3612] Completed PDEX in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:14.695528] [INFO ] [sig       ] [2496/3612] Forecasting PDFS...
[2025-12-10T20:31:14.695556] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-10T20:31:14.695604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-10T20:31:14.708381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-10T20:31:14.708810] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-10T20:31:14.709854] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-10T20:31:14.709906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:14.709937] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:14.709964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:14.710020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:14.771507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:14.772744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:14.772831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:14.772863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:14.899108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:14.899267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:14.899305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:14.899332] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:14.902730] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-10T20:31:14.903195] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-10T20:31:14.903315] [INFO ] [sig       ] PDFS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:15.052415] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDFS.txt
[2025-12-10T20:31:15.052566] [INFO ] [sig       ] [2496/3612] Completed PDFS in 0.4s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:15.052624] [INFO ] [sig       ] [2497/3612] Forecasting PDI...
[2025-12-10T20:31:15.052653] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-10T20:31:15.052681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-10T20:31:15.064700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-10T20:31:15.065012] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-10T20:31:15.065995] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-10T20:31:15.066046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:15.066077] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:15.066103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:15.066158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:15.127873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:15.128760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:15.128840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:15.128871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:15.247355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:15.247503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:15.247559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:15.247609] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:15.251102] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-12-10T20:31:15.251374] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-10T20:31:15.251497] [INFO ] [sig       ] PDI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:15.402127] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDI.txt
[2025-12-10T20:31:15.402283] [INFO ] [sig       ] [2497/3612] Completed PDI in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:15.402335] [INFO ] [sig       ] [2498/3612] Forecasting PDLB...
[2025-12-10T20:31:15.402373] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-10T20:31:15.402411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-10T20:31:15.414294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-10T20:31:15.414593] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-10T20:31:15.415340] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-10T20:31:15.415389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:15.415445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:15.415472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:15.415528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:15.475902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:15.476769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:15.476857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:15.476891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:15.601477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:15.601645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:15.601686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:15.601715] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:15.605119] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-10T20:31:15.605405] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-10T20:31:15.605535] [INFO ] [sig       ] PDLB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:15.750544] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PDLB.txt
[2025-12-10T20:31:15.750692] [INFO ] [sig       ] [2498/3612] Completed PDLB in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:15.750731] [INFO ] [sig       ] [2499/3612] Forecasting PDM...
[2025-12-10T20:31:15.750760] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-10T20:31:15.750789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-10T20:31:15.763981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-10T20:31:15.764274] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-10T20:31:15.765056] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-10T20:31:15.765106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:15.765136] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:15.765162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:15.765216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:15.824551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:15.825316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:15.825398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:15.825431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:15.947239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:15.947381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:15.947422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:15.947452] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:15.951120] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-10T20:31:15.951604] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-10T20:31:15.951726] [INFO ] [sig       ] PDM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:16.095309] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDM.txt
[2025-12-10T20:31:16.095441] [INFO ] [sig       ] [2499/3612] Completed PDM in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:16.095479] [INFO ] [sig       ] [2500/3612] Forecasting PDO...
[2025-12-10T20:31:16.095507] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-10T20:31:16.095535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-10T20:31:16.107548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-10T20:31:16.107912] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-10T20:31:16.108707] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-10T20:31:16.108757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:16.108790] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:16.108817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:16.108874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:16.168561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:16.169346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:16.169443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:16.169478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:16.282056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:16.282203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:16.282242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:16.282271] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:16.285672] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-10T20:31:16.285943] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-10T20:31:16.286064] [INFO ] [sig       ] PDO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:16.426634] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDO.txt
[2025-12-10T20:31:16.426831] [INFO ] [sig       ] [2500/3612] Completed PDO in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.5m
[2025-12-10T20:31:16.426900] [INFO ] [sig       ] [2501/3612] Forecasting PDP...
[2025-12-10T20:31:16.426943] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-10T20:31:16.426982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-10T20:31:16.442123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-10T20:31:16.442614] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-10T20:31:16.443737] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-10T20:31:16.443804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:16.443871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:16.443918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:16.444011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:16.512307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:16.513250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:16.513335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:16.513368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:16.644456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:16.644664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:16.644727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:16.644823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:16.650084] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-12-10T20:31:16.650539] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-10T20:31:16.650753] [INFO ] [sig       ] PDP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:16.833151] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDP.txt
[2025-12-10T20:31:16.833342] [INFO ] [sig       ] [2501/3612] Completed PDP in 0.4s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:16.833396] [INFO ] [sig       ] [2502/3612] Forecasting PDS...
[2025-12-10T20:31:16.833431] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-10T20:31:16.833463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-10T20:31:16.847639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-10T20:31:16.848138] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-10T20:31:16.849219] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-10T20:31:16.849281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:16.849324] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:16.849355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:16.849427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:16.939560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:16.940805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:16.940915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:16.940971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:17.108153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:17.108312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:17.108350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:17.108378] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:17.112393] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-10T20:31:17.112834] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-10T20:31:17.113008] [INFO ] [sig       ] PDS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:17.297086] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PDS.txt
[2025-12-10T20:31:17.297313] [INFO ] [sig       ] [2502/3612] Completed PDS in 0.5s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:17.297380] [INFO ] [sig       ] [2503/3612] Forecasting PDX...
[2025-12-10T20:31:17.297430] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-10T20:31:17.297478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-10T20:31:17.313430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-10T20:31:17.313940] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-10T20:31:17.314934] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-10T20:31:17.314994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:17.315032] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:17.315061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:17.315141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:17.400129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:17.401397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:17.401516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:17.401560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:17.566801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:17.566982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:17.567035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:17.567072] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:17.572153] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-10T20:31:17.572542] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-10T20:31:17.572741] [INFO ] [sig       ] PDX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:17.740707] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDX.txt
[2025-12-10T20:31:17.740860] [INFO ] [sig       ] [2503/3612] Completed PDX in 0.4s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:17.740899] [INFO ] [sig       ] [2504/3612] Forecasting PDYN...
[2025-12-10T20:31:17.740926] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-10T20:31:17.740957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-10T20:31:17.752252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-10T20:31:17.752594] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-10T20:31:17.753364] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-10T20:31:17.753414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:17.753445] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:17.753471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:17.753525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:17.808791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:17.809603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:17.809682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:17.809713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:17.926745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:17.926894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:17.926933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:17.926960] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:17.930648] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-12-10T20:31:17.930932] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-10T20:31:17.931059] [INFO ] [sig       ] PDYN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:18.070672] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PDYN.txt
[2025-12-10T20:31:18.070822] [INFO ] [sig       ] [2504/3612] Completed PDYN in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:18.070862] [INFO ] [sig       ] [2505/3612] Forecasting PEB...
[2025-12-10T20:31:18.070897] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-10T20:31:18.070927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-10T20:31:18.082311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-10T20:31:18.082564] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-10T20:31:18.083350] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-10T20:31:18.083400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:18.083431] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:18.083457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:18.083511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:18.138827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:18.139422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:18.139496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:18.139527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:18.258007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:18.258145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:18.258182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:18.258210] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:18.261444] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-10T20:31:18.261736] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-10T20:31:18.261857] [INFO ] [sig       ] PEB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:18.401555] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PEB.txt
[2025-12-10T20:31:18.401687] [INFO ] [sig       ] [2505/3612] Completed PEB in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:18.401723] [INFO ] [sig       ] [2506/3612] Forecasting PEBK...
[2025-12-10T20:31:18.401750] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-10T20:31:18.401777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-10T20:31:18.412165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-10T20:31:18.412609] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-10T20:31:18.413535] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-10T20:31:18.413606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:18.413637] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:18.413662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:18.413715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:18.470019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:18.470618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:18.470693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:18.470723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:18.561955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:18.562096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:18.562134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:18.562161] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:18.565699] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-10T20:31:18.565965] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-10T20:31:18.566086] [INFO ] [sig       ] PEBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:18.705684] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PEBK.txt
[2025-12-10T20:31:18.705836] [INFO ] [sig       ] [2506/3612] Completed PEBK in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:18.705874] [INFO ] [sig       ] [2507/3612] Forecasting PEBO...
[2025-12-10T20:31:18.705902] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-10T20:31:18.705932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-10T20:31:18.718371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-10T20:31:18.718698] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-10T20:31:18.719448] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-10T20:31:18.719498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:18.719528] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:18.719553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:18.719635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:18.776408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:18.777226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:18.777307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:18.777337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:18.894763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:18.894908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:18.894946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:18.894973] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:18.898345] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-10T20:31:18.898634] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-10T20:31:18.898757] [INFO ] [sig       ] PEBO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:19.037084] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PEBO.txt
[2025-12-10T20:31:19.037201] [INFO ] [sig       ] [2507/3612] Completed PEBO in 0.3s | 2.87 sym/s | Total: 14.5m | ETA: 6.4m
[2025-12-10T20:31:19.037238] [INFO ] [sig       ] [2508/3612] Forecasting PECO...
[2025-12-10T20:31:19.037264] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-10T20:31:19.037293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-10T20:31:19.049138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-10T20:31:19.049692] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-10T20:31:19.050696] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-10T20:31:19.050747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:19.050777] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:19.050804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:19.050859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:19.113240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:19.114168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:19.114297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:19.114331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:19.239622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:19.239779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:19.239817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:19.239861] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:19.244038] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-10T20:31:19.244357] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-10T20:31:19.244489] [INFO ] [sig       ] PECO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:19.395035] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PECO.txt
[2025-12-10T20:31:19.395236] [INFO ] [sig       ] [2508/3612] Completed PECO in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:19.395292] [INFO ] [sig       ] [2509/3612] Forecasting PEG...
[2025-12-10T20:31:19.395329] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-10T20:31:19.395369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-10T20:31:19.409744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-10T20:31:19.410194] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-10T20:31:19.411035] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-10T20:31:19.411087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:19.411120] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:19.411146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:19.411202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:19.472415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:19.473269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:19.473355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:19.473387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:19.593051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:19.593208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:19.593247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:19.593276] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:19.596857] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-10T20:31:19.597237] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-10T20:31:19.597383] [INFO ] [sig       ] PEG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:19.746315] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PEG.txt
[2025-12-10T20:31:19.746466] [INFO ] [sig       ] [2509/3612] Completed PEG in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:19.746505] [INFO ] [sig       ] [2510/3612] Forecasting PEGA...
[2025-12-10T20:31:19.746533] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-10T20:31:19.746563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-10T20:31:19.757929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-10T20:31:19.758311] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-10T20:31:19.759118] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-10T20:31:19.759169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:19.759200] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:19.759226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:19.759282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:19.820957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:19.821879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:19.821976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:19.822025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:19.945356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:19.945486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:19.945523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:19.945549] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:19.948830] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-10T20:31:19.949094] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-10T20:31:19.949209] [INFO ] [sig       ] PEGA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:20.095012] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PEGA.txt
[2025-12-10T20:31:20.095156] [INFO ] [sig       ] [2510/3612] Completed PEGA in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:20.095194] [INFO ] [sig       ] [2511/3612] Forecasting PEN...
[2025-12-10T20:31:20.095221] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-10T20:31:20.095251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-10T20:31:20.106651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-10T20:31:20.106942] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-10T20:31:20.107944] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-10T20:31:20.107995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:20.108027] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:20.108053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:20.108107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:20.166854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:20.167756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:20.167833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:20.167865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:20.287391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:20.287540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:20.287597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:20.287627] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:20.290972] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-10T20:31:20.291240] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-10T20:31:20.291359] [INFO ] [sig       ] PEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:20.431235] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PEN.txt
[2025-12-10T20:31:20.431367] [INFO ] [sig       ] [2511/3612] Completed PEN in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:20.431404] [INFO ] [sig       ] [2512/3612] Forecasting PENN...
[2025-12-10T20:31:20.431431] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-10T20:31:20.431459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-10T20:31:20.443462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-10T20:31:20.443931] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-10T20:31:20.444820] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-10T20:31:20.444872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:20.444904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:20.444945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:20.445001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:20.503259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:20.504159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:20.504244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:20.504275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:20.633505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:20.633716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:20.633779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:20.633811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:20.637530] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2025-12-10T20:31:20.637892] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-10T20:31:20.638029] [INFO ] [sig       ] PENN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:20.785745] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PENN.txt
[2025-12-10T20:31:20.785897] [INFO ] [sig       ] [2512/3612] Completed PENN in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:20.785935] [INFO ] [sig       ] [2513/3612] Forecasting PEO...
[2025-12-10T20:31:20.785963] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-10T20:31:20.785993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-10T20:31:20.797302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-10T20:31:20.797612] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-10T20:31:20.798446] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-10T20:31:20.798703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:20.798740] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:20.798770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:20.798827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:20.857407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:20.858214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:20.858298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:20.858331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:20.976834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:20.976977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:20.977014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:20.977042] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:20.980289] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-10T20:31:20.980554] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-10T20:31:20.980687] [INFO ] [sig       ] PEO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:21.119000] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PEO.txt
[2025-12-10T20:31:21.119127] [INFO ] [sig       ] [2513/3612] Completed PEO in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:21.119165] [INFO ] [sig       ] [2514/3612] Forecasting PEP...
[2025-12-10T20:31:21.119193] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-10T20:31:21.119221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-10T20:31:21.130749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-10T20:31:21.131050] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-10T20:31:21.131828] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-10T20:31:21.131888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:21.131919] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:21.131945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:21.132000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:21.188300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:21.188972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:21.189048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:21.189079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:21.310812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:21.310961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:21.311000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:21.311028] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:21.314551] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-10T20:31:21.314835] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-10T20:31:21.314953] [INFO ] [sig       ] PEP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:21.455815] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PEP.txt
[2025-12-10T20:31:21.455941] [INFO ] [sig       ] [2514/3612] Completed PEP in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:21.455977] [INFO ] [sig       ] [2515/3612] Forecasting PEPG...
[2025-12-10T20:31:21.456005] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-10T20:31:21.456034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-10T20:31:21.468561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-10T20:31:21.468926] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-10T20:31:21.469741] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-10T20:31:21.469792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:21.469850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:21.469877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:21.469932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:21.529119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:21.529996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:21.530078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:21.530109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:21.648759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:21.648910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:21.648948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:21.648974] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:21.652289] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-12-10T20:31:21.652557] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-10T20:31:21.652706] [INFO ] [sig       ] PEPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:21.796223] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PEPG.txt
[2025-12-10T20:31:21.796380] [INFO ] [sig       ] [2515/3612] Completed PEPG in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:21.796426] [INFO ] [sig       ] [2516/3612] Forecasting PERF...
[2025-12-10T20:31:21.796460] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-10T20:31:21.796489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-10T20:31:21.808667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-10T20:31:21.809001] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-10T20:31:21.809975] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-10T20:31:21.810025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:21.810055] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:21.810079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:21.810134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:21.869384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:21.870223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:21.870310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:21.870343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:21.987056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:21.987209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:21.987256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:21.987290] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:21.990982] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=28.23%)
[2025-12-10T20:31:21.991259] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-10T20:31:21.991386] [INFO ] [sig       ] PERF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:22.150940] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PERF.txt
[2025-12-10T20:31:22.151097] [INFO ] [sig       ] [2516/3612] Completed PERF in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:22.151139] [INFO ] [sig       ] [2517/3612] Forecasting PERI...
[2025-12-10T20:31:22.151167] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-10T20:31:22.151196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-10T20:31:22.164006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-10T20:31:22.164340] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-10T20:31:22.165318] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-10T20:31:22.165369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:22.165609] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:22.165637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:22.165693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:22.227313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:22.228209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:22.228294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:22.228326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:22.355220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:22.355364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:22.355402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:22.355615] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:22.359501] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-10T20:31:22.359825] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-10T20:31:22.359957] [INFO ] [sig       ] PERI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:22.521865] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PERI.txt
[2025-12-10T20:31:22.522015] [INFO ] [sig       ] [2517/3612] Completed PERI in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.4m
[2025-12-10T20:31:22.522054] [INFO ] [sig       ] [2518/3612] Forecasting PESI...
[2025-12-10T20:31:22.522082] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-10T20:31:22.522113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-10T20:31:22.534627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-10T20:31:22.534982] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-10T20:31:22.535964] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-10T20:31:22.536014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:22.536045] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:22.536071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:22.536126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:22.600487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:22.601359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:22.601443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:22.601475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:22.730153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:22.730301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:22.730341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:22.730401] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:22.734215] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-10T20:31:22.734493] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-10T20:31:22.734633] [INFO ] [sig       ] PESI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:22.892254] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PESI.txt
[2025-12-10T20:31:22.892399] [INFO ] [sig       ] [2518/3612] Completed PESI in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:22.892440] [INFO ] [sig       ] [2519/3612] Forecasting PETS...
[2025-12-10T20:31:22.892468] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-10T20:31:22.892498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-10T20:31:22.904865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-10T20:31:22.905143] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-10T20:31:22.906062] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-10T20:31:22.906111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:22.906142] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:22.906167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:22.906225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:22.967657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:22.968329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:22.968421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:22.968453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:23.093043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:23.093172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:23.093213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:23.093241] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:23.096596] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-10T20:31:23.096861] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-10T20:31:23.096977] [INFO ] [sig       ] PETS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:23.251079] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PETS.txt
[2025-12-10T20:31:23.251204] [INFO ] [sig       ] [2519/3612] Completed PETS in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:23.251241] [INFO ] [sig       ] [2520/3612] Forecasting PEY...
[2025-12-10T20:31:23.251270] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-10T20:31:23.251298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-10T20:31:23.263133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-10T20:31:23.263449] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-10T20:31:23.264241] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-10T20:31:23.264292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:23.264323] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:23.264347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:23.264401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:23.324724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:23.325460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:23.325539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:23.325587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:23.446980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:23.447128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:23.447168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:23.447196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:23.451208] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-10T20:31:23.451495] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-10T20:31:23.451645] [INFO ] [sig       ] PEY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:23.599472] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PEY.txt
[2025-12-10T20:31:23.599666] [INFO ] [sig       ] [2520/3612] Completed PEY in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:23.599709] [INFO ] [sig       ] [2521/3612] Forecasting PFBC...
[2025-12-10T20:31:23.599740] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-10T20:31:23.599773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-10T20:31:23.611296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-10T20:31:23.611648] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-10T20:31:23.612440] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-10T20:31:23.612492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:23.612524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:23.612558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:23.612636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:23.671096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:23.671944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:23.672028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:23.672059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:23.787696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:23.787880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:23.787921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:23.787947] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:23.791311] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-10T20:31:23.791599] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-10T20:31:23.791723] [INFO ] [sig       ] PFBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:23.934009] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFBC.txt
[2025-12-10T20:31:23.934169] [INFO ] [sig       ] [2521/3612] Completed PFBC in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:23.934208] [INFO ] [sig       ] [2522/3612] Forecasting PFD...
[2025-12-10T20:31:23.934235] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-10T20:31:23.934265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-10T20:31:23.945493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-10T20:31:23.945831] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-10T20:31:23.946616] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-10T20:31:23.946668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:23.946699] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:23.946726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:23.946781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:24.002655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:24.003367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:24.003446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:24.003477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:24.111232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:24.111383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:24.111420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:24.111447] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:24.114727] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2025-12-10T20:31:24.114993] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-10T20:31:24.115110] [INFO ] [sig       ] PFD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:24.252594] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFD.txt
[2025-12-10T20:31:24.252726] [INFO ] [sig       ] [2522/3612] Completed PFD in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:24.252767] [INFO ] [sig       ] [2523/3612] Forecasting PFE...
[2025-12-10T20:31:24.252795] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-10T20:31:24.252833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-10T20:31:24.264533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-10T20:31:24.264884] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-10T20:31:24.265713] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-10T20:31:24.265774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:24.265808] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:24.265833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:24.265889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:24.328551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:24.329217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:24.329296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:24.329328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:24.456096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:24.456264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:24.456306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:24.456333] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:24.460110] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-10T20:31:24.460399] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-10T20:31:24.460717] [INFO ] [sig       ] PFE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:24.608268] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFE.txt
[2025-12-10T20:31:24.608417] [INFO ] [sig       ] [2523/3612] Completed PFE in 0.4s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:24.608457] [INFO ] [sig       ] [2524/3612] Forecasting PFF...
[2025-12-10T20:31:24.608488] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-10T20:31:24.608516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-10T20:31:24.620913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-10T20:31:24.621262] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-10T20:31:24.622104] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-10T20:31:24.622156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:24.622186] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:24.622213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:24.622270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:24.681093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:24.681836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:24.681916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:24.681949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:24.807448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:24.807617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:24.807657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:24.807683] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:24.811242] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-10T20:31:24.811532] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-10T20:31:24.811705] [INFO ] [sig       ] PFF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:24.951324] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFF.txt
[2025-12-10T20:31:24.951456] [INFO ] [sig       ] [2524/3612] Completed PFF in 0.3s | 2.87 sym/s | Total: 14.6m | ETA: 6.3m
[2025-12-10T20:31:24.951493] [INFO ] [sig       ] [2525/3612] Forecasting PFG...
[2025-12-10T20:31:24.951521] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-10T20:31:24.951550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-10T20:31:24.964954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-10T20:31:24.965448] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-10T20:31:24.966301] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-10T20:31:24.966370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:24.966403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:24.966431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:24.966487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:25.021785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:25.022528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:25.022661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:25.022694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:25.139681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:25.139842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:25.139882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:25.139911] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:25.143252] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-10T20:31:25.143527] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-10T20:31:25.143669] [INFO ] [sig       ] PFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:25.281796] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PFG.txt
[2025-12-10T20:31:25.281958] [INFO ] [sig       ] [2525/3612] Completed PFG in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:25.282000] [INFO ] [sig       ] [2526/3612] Forecasting PFGC...
[2025-12-10T20:31:25.282029] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-10T20:31:25.282058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-10T20:31:25.294175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-10T20:31:25.294460] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-10T20:31:25.295267] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-10T20:31:25.295317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:25.295347] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:25.295373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:25.295426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:25.355197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:25.355885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:25.355964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:25.355997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:25.481091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:25.481252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:25.481294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:25.481322] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:25.484845] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-10T20:31:25.485118] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-10T20:31:25.485240] [INFO ] [sig       ] PFGC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:25.635537] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PFGC.txt
[2025-12-10T20:31:25.635710] [INFO ] [sig       ] [2526/3612] Completed PFGC in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:25.635750] [INFO ] [sig       ] [2527/3612] Forecasting PFH...
[2025-12-10T20:31:25.635777] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-10T20:31:25.635807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-10T20:31:25.648136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-10T20:31:25.648467] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-10T20:31:25.649238] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-10T20:31:25.649289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:25.649327] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:25.649360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:25.649427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:25.705665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:25.706277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:25.706361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:25.706399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:25.830140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:25.830314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:25.830367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:25.830397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:25.833974] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=38.92%)
[2025-12-10T20:31:25.834259] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-10T20:31:25.834386] [INFO ] [sig       ] PFH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:25.983885] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFH.txt
[2025-12-10T20:31:25.984006] [INFO ] [sig       ] [2527/3612] Completed PFH in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:25.984043] [INFO ] [sig       ] [2528/3612] Forecasting PFIS...
[2025-12-10T20:31:25.984080] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-10T20:31:25.984110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-10T20:31:25.995530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-10T20:31:25.995829] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-10T20:31:25.996627] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-10T20:31:25.996678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:25.996710] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:25.996737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:25.996792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:26.054774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:26.055443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:26.055522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:26.055553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:26.168887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:26.169001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:26.169037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:26.169065] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:26.172307] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-10T20:31:26.172570] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-10T20:31:26.172708] [INFO ] [sig       ] PFIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:26.311736] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFIS.txt
[2025-12-10T20:31:26.311891] [INFO ] [sig       ] [2528/3612] Completed PFIS in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:26.311936] [INFO ] [sig       ] [2529/3612] Forecasting PFL...
[2025-12-10T20:31:26.311966] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-10T20:31:26.311996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-10T20:31:26.322965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-10T20:31:26.323298] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-10T20:31:26.324095] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-10T20:31:26.324145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:26.324177] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:26.324202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:26.324256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:26.384979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:26.385882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:26.385975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:26.386017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:26.515766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:26.515927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:26.515975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:26.516004] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:26.519473] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-10T20:31:26.519768] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-10T20:31:26.519891] [INFO ] [sig       ] PFL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:26.668140] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFL.txt
[2025-12-10T20:31:26.668325] [INFO ] [sig       ] [2529/3612] Completed PFL in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:26.668372] [INFO ] [sig       ] [2530/3612] Forecasting PFM...
[2025-12-10T20:31:26.668410] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-10T20:31:26.668450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-10T20:31:26.679781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-10T20:31:26.680114] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-10T20:31:26.680912] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-10T20:31:26.680963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:26.680993] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:26.681020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:26.681075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:26.738044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:26.738954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:26.739038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:26.739069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:26.860187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:26.860342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:26.860380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:26.860407] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:26.863731] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=43.36%)
[2025-12-10T20:31:26.864004] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-10T20:31:26.864147] [INFO ] [sig       ] PFM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:27.003447] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFM.txt
[2025-12-10T20:31:27.003612] [INFO ] [sig       ] [2530/3612] Completed PFM in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:27.003652] [INFO ] [sig       ] [2531/3612] Forecasting PFN...
[2025-12-10T20:31:27.003682] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-10T20:31:27.003711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-10T20:31:27.015080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-10T20:31:27.015397] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-10T20:31:27.016160] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-10T20:31:27.016210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:27.016241] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:27.016267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:27.016321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:27.072507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:27.073357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:27.073452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:27.073490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:27.202268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:27.202436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:27.202480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:27.202510] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:27.205942] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-10T20:31:27.206223] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-10T20:31:27.206343] [INFO ] [sig       ] PFN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:27.356247] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFN.txt
[2025-12-10T20:31:27.356397] [INFO ] [sig       ] [2531/3612] Completed PFN in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:27.356436] [INFO ] [sig       ] [2532/3612] Forecasting PFO...
[2025-12-10T20:31:27.356465] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-10T20:31:27.356493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-10T20:31:27.367325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-10T20:31:27.367670] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-10T20:31:27.368486] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-10T20:31:27.368543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:27.368617] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:27.368645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:27.368700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:27.425050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:27.425870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:27.425948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:27.425979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:27.539736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:27.539896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:27.539952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:27.539981] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:27.543420] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2025-12-10T20:31:27.543734] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-10T20:31:27.543856] [INFO ] [sig       ] PFO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:27.693229] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PFO.txt
[2025-12-10T20:31:27.693382] [INFO ] [sig       ] [2532/3612] Completed PFO in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:27.693427] [INFO ] [sig       ] [2533/3612] Forecasting PFS...
[2025-12-10T20:31:27.693455] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-10T20:31:27.693483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-10T20:31:27.705249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-10T20:31:27.705657] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-10T20:31:27.706415] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-10T20:31:27.706475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:27.706512] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:27.706544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:27.706620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:27.762171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:27.763043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:27.763125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:27.763156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:27.895228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:27.895396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:27.895436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:27.895463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:27.899046] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-10T20:31:27.899382] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-10T20:31:27.899552] [INFO ] [sig       ] PFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:28.066433] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFS.txt
[2025-12-10T20:31:28.066799] [INFO ] [sig       ] [2533/3612] Completed PFS in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:28.066842] [INFO ] [sig       ] [2534/3612] Forecasting PFSI...
[2025-12-10T20:31:28.066870] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-10T20:31:28.066899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-10T20:31:28.080394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-10T20:31:28.081055] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-10T20:31:28.082265] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-10T20:31:28.082329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:28.082376] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:28.082413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:28.082489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:28.147359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:28.148321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:28.148429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:28.148463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:28.272903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:28.273056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:28.273094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:28.273121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:28.276414] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-10T20:31:28.276707] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-10T20:31:28.276831] [INFO ] [sig       ] PFSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:28.425135] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PFSI.txt
[2025-12-10T20:31:28.425291] [INFO ] [sig       ] [2534/3612] Completed PFSI in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.3m
[2025-12-10T20:31:28.425331] [INFO ] [sig       ] [2535/3612] Forecasting PGC...
[2025-12-10T20:31:28.425360] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-10T20:31:28.425390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-10T20:31:28.439936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-10T20:31:28.440419] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-10T20:31:28.441467] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-10T20:31:28.441532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:28.441598] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:28.441642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:28.441723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:28.506208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:28.507095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:28.507179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:28.507211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:28.633952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:28.634125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:28.634166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:28.634231] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:28.638095] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-10T20:31:28.638441] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-10T20:31:28.638591] [INFO ] [sig       ] PGC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:28.776552] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PGC.txt
[2025-12-10T20:31:28.776695] [INFO ] [sig       ] [2535/3612] Completed PGC in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:28.776734] [INFO ] [sig       ] [2536/3612] Forecasting PGEN...
[2025-12-10T20:31:28.776763] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-10T20:31:28.776792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-10T20:31:28.789078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-10T20:31:28.789482] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-10T20:31:28.790280] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-10T20:31:28.790340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:28.790387] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:28.790422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:28.790480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:28.846752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:28.847696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:28.847823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:28.847867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:28.973353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:28.973518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:28.973555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:28.973602] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:28.977014] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-10T20:31:28.977305] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-10T20:31:28.977437] [INFO ] [sig       ] PGEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:29.130838] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PGEN.txt
[2025-12-10T20:31:29.130987] [INFO ] [sig       ] [2536/3612] Completed PGEN in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:29.131027] [INFO ] [sig       ] [2537/3612] Forecasting PGJ...
[2025-12-10T20:31:29.131056] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-10T20:31:29.131084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-10T20:31:29.141643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-10T20:31:29.141946] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-10T20:31:29.142709] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-10T20:31:29.142759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:29.142789] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:29.142815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:29.142869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:29.199472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:29.200318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:29.200396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:29.200427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:29.317677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:29.317837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:29.317875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:29.317902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:29.321165] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-10T20:31:29.321427] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-10T20:31:29.321544] [INFO ] [sig       ] PGJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:29.474704] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PGJ.txt
[2025-12-10T20:31:29.474873] [INFO ] [sig       ] [2537/3612] Completed PGJ in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:29.474917] [INFO ] [sig       ] [2538/3612] Forecasting PGNY...
[2025-12-10T20:31:29.474947] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-10T20:31:29.474977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-10T20:31:29.486674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-10T20:31:29.487025] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-10T20:31:29.487839] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-10T20:31:29.487888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:29.487917] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:29.487942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:29.487995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:29.543945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:29.544676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:29.544752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:29.544783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:29.660622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:29.660759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:29.660797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:29.660825] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:29.664920] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-10T20:31:29.665199] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-10T20:31:29.665321] [INFO ] [sig       ] PGNY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:29.802828] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PGNY.txt
[2025-12-10T20:31:29.802957] [INFO ] [sig       ] [2538/3612] Completed PGNY in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:29.802995] [INFO ] [sig       ] [2539/3612] Forecasting PGP...
[2025-12-10T20:31:29.803024] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-10T20:31:29.803053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-10T20:31:29.813835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-10T20:31:29.814134] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-10T20:31:29.814893] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-10T20:31:29.814942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:29.814973] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:29.814999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:29.815053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:29.871212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:29.872027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:29.872107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:29.872138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:29.987165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:29.987319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:29.987358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:29.987384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:29.990715] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-10T20:31:29.990980] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-10T20:31:29.991098] [INFO ] [sig       ] PGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:30.127886] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PGP.txt
[2025-12-10T20:31:30.128014] [INFO ] [sig       ] [2539/3612] Completed PGP in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:30.128051] [INFO ] [sig       ] [2540/3612] Forecasting PGRE...
[2025-12-10T20:31:30.128078] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-10T20:31:30.128112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-10T20:31:30.139647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-10T20:31:30.140020] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-10T20:31:30.140818] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-10T20:31:30.140869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:30.140900] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:30.140925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:30.140979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:30.198325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:30.199008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:30.199084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:30.199115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:30.313407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:30.313523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:30.313559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:30.313603] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:30.316767] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2025-12-10T20:31:30.317027] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-10T20:31:30.317146] [INFO ] [sig       ] PGRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:30.455504] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PGRE.txt
[2025-12-10T20:31:30.455633] [INFO ] [sig       ] [2540/3612] Completed PGRE in 0.3s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:30.455671] [INFO ] [sig       ] [2541/3612] Forecasting PGY...
[2025-12-10T20:31:30.455698] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-10T20:31:30.455726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-10T20:31:30.471104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-10T20:31:30.471701] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-10T20:31:30.472657] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-10T20:31:30.472710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:30.472742] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:30.472769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:30.472824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:30.533489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:30.534826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:30.534918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:30.534956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:30.662325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:30.662481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:30.662522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:30.662550] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:30.666328] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-10T20:31:30.666648] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-10T20:31:30.666777] [INFO ] [sig       ] PGY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:30.815381] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PGY.txt
[2025-12-10T20:31:30.815540] [INFO ] [sig       ] [2541/3612] Completed PGY in 0.4s | 2.87 sym/s | Total: 14.7m | ETA: 6.2m
[2025-12-10T20:31:30.815598] [INFO ] [sig       ] [2542/3612] Forecasting PGZ...
[2025-12-10T20:31:30.815631] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-10T20:31:30.815662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-10T20:31:30.827655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-10T20:31:30.828055] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-10T20:31:30.828873] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-10T20:31:30.828924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:30.828957] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:30.828984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:30.829043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:30.887901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:30.888822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:30.888949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:30.888984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:31.011311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:31.011478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:31.011520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:31.011549] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:31.015259] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-10T20:31:31.015642] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-10T20:31:31.015787] [INFO ] [sig       ] PGZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:31.165143] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PGZ.txt
[2025-12-10T20:31:31.165294] [INFO ] [sig       ] [2542/3612] Completed PGZ in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:31.165343] [INFO ] [sig       ] [2543/3612] Forecasting PH...
[2025-12-10T20:31:31.165376] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-10T20:31:31.165407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-10T20:31:31.177405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-10T20:31:31.177758] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-10T20:31:31.178560] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-10T20:31:31.178630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:31.178663] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:31.178691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:31.178748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:31.237700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:31.238538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:31.238638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:31.238674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:31.364100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:31.364255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:31.364295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:31.364324] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:31.368366] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-10T20:31:31.368689] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-10T20:31:31.368818] [INFO ] [sig       ] PH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:31.522255] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PH.txt
[2025-12-10T20:31:31.522402] [INFO ] [sig       ] [2543/3612] Completed PH in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:31.522440] [INFO ] [sig       ] [2544/3612] Forecasting PHG...
[2025-12-10T20:31:31.522468] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-10T20:31:31.522498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-10T20:31:31.533703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-10T20:31:31.534285] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-10T20:31:31.535356] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-10T20:31:31.535418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:31.535456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:31.535481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:31.535536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:31.597008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:31.597957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:31.598044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:31.598075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:31.723830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:31.723987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:31.724026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:31.724053] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:31.727438] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-10T20:31:31.727772] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-10T20:31:31.727903] [INFO ] [sig       ] PHG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:31.872096] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PHG.txt
[2025-12-10T20:31:31.872224] [INFO ] [sig       ] [2544/3612] Completed PHG in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:31.872262] [INFO ] [sig       ] [2545/3612] Forecasting PHI...
[2025-12-10T20:31:31.872289] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-10T20:31:31.872318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-10T20:31:31.883520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-10T20:31:31.884058] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-10T20:31:31.884832] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-10T20:31:31.884882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:31.884913] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:31.884939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:31.884994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:31.941923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:31.942642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:31.942718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:31.942749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:32.057663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:32.057827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:32.057863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:32.057891] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:32.061159] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=76.84%)
[2025-12-10T20:31:32.061422] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-10T20:31:32.061540] [INFO ] [sig       ] PHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:32.199309] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PHI.txt
[2025-12-10T20:31:32.199431] [INFO ] [sig       ] [2545/3612] Completed PHI in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:32.199468] [INFO ] [sig       ] [2546/3612] Forecasting PHIN...
[2025-12-10T20:31:32.199495] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-10T20:31:32.199523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-10T20:31:32.211120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-10T20:31:32.211381] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-10T20:31:32.212133] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-10T20:31:32.212183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:32.212214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:32.212240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:32.212294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:32.270968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:32.271538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:32.271662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:32.271702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:32.390867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:32.390960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:32.390994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:32.391021] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:32.394141] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-10T20:31:32.394396] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-10T20:31:32.394512] [INFO ] [sig       ] PHIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:32.541987] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PHIN.txt
[2025-12-10T20:31:32.542106] [INFO ] [sig       ] [2546/3612] Completed PHIN in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:32.542143] [INFO ] [sig       ] [2547/3612] Forecasting PHIO...
[2025-12-10T20:31:32.542169] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-10T20:31:32.542197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-10T20:31:32.554076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-10T20:31:32.554339] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-10T20:31:32.555299] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-10T20:31:32.555349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:32.555379] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:32.555405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:32.555459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:32.614021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:32.614612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:32.614687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:32.614867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:32.736746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:32.736845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:32.736879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:32.736906] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:32.739959] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=44.73%)
[2025-12-10T20:31:32.740214] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-10T20:31:32.740329] [INFO ] [sig       ] PHIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:32.879006] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PHIO.txt
[2025-12-10T20:31:32.879107] [INFO ] [sig       ] [2547/3612] Completed PHIO in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:32.879142] [INFO ] [sig       ] [2548/3612] Forecasting PHK...
[2025-12-10T20:31:32.879169] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-10T20:31:32.879197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-10T20:31:32.891828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-10T20:31:32.892151] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-10T20:31:32.892987] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-10T20:31:32.893037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:32.893069] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:32.893095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:32.893149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:32.950823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:32.951530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:32.951634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:32.951669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:33.069385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:33.069554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:33.069614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:33.069644] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:33.073073] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-10T20:31:33.073359] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-10T20:31:33.073492] [INFO ] [sig       ] PHK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:33.226346] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PHK.txt
[2025-12-10T20:31:33.226482] [INFO ] [sig       ] [2548/3612] Completed PHK in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:33.226520] [INFO ] [sig       ] [2549/3612] Forecasting PHM...
[2025-12-10T20:31:33.226551] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-10T20:31:33.226600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-10T20:31:33.238254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-10T20:31:33.238558] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-10T20:31:33.239371] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-10T20:31:33.239433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:33.239492] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:33.239521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:33.239593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:33.300559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:33.301619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:33.301896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:33.301929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:33.421472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:33.421641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:33.421680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:33.421707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:33.424984] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-10T20:31:33.425255] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-10T20:31:33.425375] [INFO ] [sig       ] PHM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:33.566763] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PHM.txt
[2025-12-10T20:31:33.566918] [INFO ] [sig       ] [2549/3612] Completed PHM in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:33.566960] [INFO ] [sig       ] [2550/3612] Forecasting PHO...
[2025-12-10T20:31:33.566990] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-10T20:31:33.567019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-10T20:31:33.578361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-10T20:31:33.578818] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-10T20:31:33.579661] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-10T20:31:33.579713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:33.579745] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:33.579771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:33.579843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:33.658259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:33.659393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:33.659508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:33.659568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:33.795433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:33.795634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:33.795681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:33.795708] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:33.799494] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-12-10T20:31:33.799884] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-10T20:31:33.800064] [INFO ] [sig       ] PHO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:33.941976] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PHO.txt
[2025-12-10T20:31:33.942129] [INFO ] [sig       ] [2550/3612] Completed PHO in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:33.942169] [INFO ] [sig       ] [2551/3612] Forecasting PHUN...
[2025-12-10T20:31:33.942201] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-10T20:31:33.942230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-10T20:31:33.953858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-10T20:31:33.954383] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-10T20:31:33.955345] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-10T20:31:33.955395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:33.955426] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:33.955451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:33.955505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:34.016187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:34.017217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:34.017297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:34.017329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:34.145424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:34.145599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:34.145640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:34.145668] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:34.149972] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-10T20:31:34.150365] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-10T20:31:34.150543] [INFO ] [sig       ] PHUN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:34.293387] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PHUN.txt
[2025-12-10T20:31:34.293511] [INFO ] [sig       ] [2551/3612] Completed PHUN in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:34.293555] [INFO ] [sig       ] [2552/3612] Forecasting PHVS...
[2025-12-10T20:31:34.293612] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-10T20:31:34.293648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-10T20:31:34.305468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-10T20:31:34.305983] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-10T20:31:34.306852] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-10T20:31:34.306904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:34.306937] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:34.306964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:34.307020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:34.368236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:34.369090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:34.369170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:34.369203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:34.493422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:34.493591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:34.493640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:34.493713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:34.498200] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-10T20:31:34.498493] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-10T20:31:34.498649] [INFO ] [sig       ] PHVS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:34.643858] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PHVS.txt
[2025-12-10T20:31:34.644006] [INFO ] [sig       ] [2552/3612] Completed PHVS in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.2m
[2025-12-10T20:31:34.644051] [INFO ] [sig       ] [2553/3612] Forecasting PI...
[2025-12-10T20:31:34.644081] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-10T20:31:34.644110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-10T20:31:34.655541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-10T20:31:34.655879] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-10T20:31:34.656647] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-10T20:31:34.656696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:34.656727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:34.656752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:34.656807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:34.715466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:34.716169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:34.716245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:34.716276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:34.842321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:34.842468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:34.842506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:34.842535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:34.845883] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-10T20:31:34.846156] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-10T20:31:34.846283] [INFO ] [sig       ] PI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:34.991055] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PI.txt
[2025-12-10T20:31:34.991208] [INFO ] [sig       ] [2553/3612] Completed PI in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-10T20:31:34.991249] [INFO ] [sig       ] [2554/3612] Forecasting PID...
[2025-12-10T20:31:34.991311] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-10T20:31:34.991346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-10T20:31:35.003924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-10T20:31:35.004228] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-10T20:31:35.004999] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-10T20:31:35.005047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:35.005077] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:35.005102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:35.005157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:35.065283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:35.066109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:35.066192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:35.066224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:35.197499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:35.197621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:35.197661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:35.197690] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:35.201128] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-10T20:31:35.201400] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-10T20:31:35.201538] [INFO ] [sig       ] PID: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:35.347105] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PID.txt
[2025-12-10T20:31:35.347237] [INFO ] [sig       ] [2554/3612] Completed PID in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-10T20:31:35.347275] [INFO ] [sig       ] [2555/3612] Forecasting PIE...
[2025-12-10T20:31:35.347303] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-10T20:31:35.347332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-10T20:31:35.365123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-10T20:31:35.365887] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-10T20:31:35.367422] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-10T20:31:35.367622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:35.367667] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:35.367701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:35.367801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:35.433820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:35.435162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:35.435269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:35.435306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:35.568172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:35.568419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:35.568462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:35.568489] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:35.573241] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-10T20:31:35.573760] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-10T20:31:35.574120] [INFO ] [sig       ] PIE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:35.734913] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PIE.txt
[2025-12-10T20:31:35.735093] [INFO ] [sig       ] [2555/3612] Completed PIE in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-10T20:31:35.735133] [INFO ] [sig       ] [2556/3612] Forecasting PII...
[2025-12-10T20:31:35.735164] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-10T20:31:35.735194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-10T20:31:35.748524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-10T20:31:35.748934] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-10T20:31:35.749790] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-10T20:31:35.749841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:35.749873] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:35.749899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:35.749961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:35.813801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:35.814949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:35.815053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:35.815087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:35.952401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:35.952639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:35.952709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:35.952738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:35.957196] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-10T20:31:35.957521] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-10T20:31:35.957682] [INFO ] [sig       ] PII: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:36.126442] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PII.txt
[2025-12-10T20:31:36.126671] [INFO ] [sig       ] [2556/3612] Completed PII in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-10T20:31:36.126714] [INFO ] [sig       ] [2557/3612] Forecasting PIM...
[2025-12-10T20:31:36.126745] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-10T20:31:36.126775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-10T20:31:36.139932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-10T20:31:36.140380] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-10T20:31:36.141259] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-10T20:31:36.141310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:36.141342] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:36.141367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:36.141422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:36.200368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:36.201444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:36.201548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:36.201612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:36.320159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:36.320409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:36.320452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:36.320479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:36.324359] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-10T20:31:36.324686] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-10T20:31:36.324819] [INFO ] [sig       ] PIM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:36.464294] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PIM.txt
[2025-12-10T20:31:36.464476] [INFO ] [sig       ] [2557/3612] Completed PIM in 0.3s | 2.87 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-10T20:31:36.464518] [INFO ] [sig       ] [2558/3612] Forecasting PINE...
[2025-12-10T20:31:36.464548] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-10T20:31:36.464596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-10T20:31:36.478199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-10T20:31:36.478710] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-10T20:31:36.479620] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-10T20:31:36.479669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:36.479700] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:36.479726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:36.479782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:36.538427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:36.539592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:36.539718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:36.539751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:36.659818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:36.660035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:36.660077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:36.660105] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:36.663954] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-10T20:31:36.664297] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-10T20:31:36.664441] [INFO ] [sig       ] PINE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:36.823029] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PINE.txt
[2025-12-10T20:31:36.823229] [INFO ] [sig       ] [2558/3612] Completed PINE in 0.4s | 2.87 sym/s | Total: 14.8m | ETA: 6.1m
[2025-12-10T20:31:36.823271] [INFO ] [sig       ] [2559/3612] Forecasting PINS...
[2025-12-10T20:31:36.823302] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-10T20:31:36.823332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-10T20:31:36.836768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-10T20:31:36.837314] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-10T20:31:36.838245] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-10T20:31:36.838298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:36.838330] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:36.838358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:36.838415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:36.908558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:36.909926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:36.910102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:36.910155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:37.055492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:37.055703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:37.055746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:37.055776] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:37.059606] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-10T20:31:37.059926] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-10T20:31:37.060066] [INFO ] [sig       ] PINS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:37.206478] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PINS.txt
[2025-12-10T20:31:37.206646] [INFO ] [sig       ] [2559/3612] Completed PINS in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:37.206687] [INFO ] [sig       ] [2560/3612] Forecasting PK...
[2025-12-10T20:31:37.206718] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-10T20:31:37.206748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-10T20:31:37.232269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-10T20:31:37.232638] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-10T20:31:37.233421] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-10T20:31:37.233472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:37.233514] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:37.233540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:37.233619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:37.293541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:37.294700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:37.294809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:37.294854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:37.419123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:37.419278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:37.419316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:37.419344] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:37.422729] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=61.93%)
[2025-12-10T20:31:37.423021] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-10T20:31:37.423150] [INFO ] [sig       ] PK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:37.561371] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PK.txt
[2025-12-10T20:31:37.561497] [INFO ] [sig       ] [2560/3612] Completed PK in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:37.561534] [INFO ] [sig       ] [2561/3612] Forecasting PKBK...
[2025-12-10T20:31:37.561563] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-10T20:31:37.561610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-10T20:31:37.572771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-10T20:31:37.573012] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-10T20:31:37.573782] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-10T20:31:37.573831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:37.573861] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:37.573887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:37.573941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:37.629361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:37.629976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:37.630050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:37.630082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:37.747408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:37.747537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:37.747588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:37.747618] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:37.751164] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-10T20:31:37.751438] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-10T20:31:37.751594] [INFO ] [sig       ] PKBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:37.889201] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PKBK.txt
[2025-12-10T20:31:37.889306] [INFO ] [sig       ] [2561/3612] Completed PKBK in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:37.889343] [INFO ] [sig       ] [2562/3612] Forecasting PKE...
[2025-12-10T20:31:37.889375] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-10T20:31:37.889403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-10T20:31:37.900531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-10T20:31:37.900830] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-10T20:31:37.901594] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-10T20:31:37.901644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:37.901676] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:37.901701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:37.901755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:37.959728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:37.960325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:37.960399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:37.960430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:38.082151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:38.082311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:38.082349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:38.082377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:38.085736] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-10T20:31:38.086038] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-10T20:31:38.086164] [INFO ] [sig       ] PKE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:38.225447] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PKE.txt
[2025-12-10T20:31:38.225657] [INFO ] [sig       ] [2562/3612] Completed PKE in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:38.225703] [INFO ] [sig       ] [2563/3612] Forecasting PKG...
[2025-12-10T20:31:38.225732] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-10T20:31:38.225762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-10T20:31:38.236999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-10T20:31:38.237326] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-10T20:31:38.238118] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-10T20:31:38.238168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:38.238198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:38.238223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:38.238277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:38.297992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:38.298885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:38.298965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:38.298996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:38.423151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:38.423297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:38.423336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:38.423364] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:38.427008] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-12-10T20:31:38.427276] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-10T20:31:38.427395] [INFO ] [sig       ] PKG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:38.568867] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PKG.txt
[2025-12-10T20:31:38.569200] [INFO ] [sig       ] [2563/3612] Completed PKG in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:38.569237] [INFO ] [sig       ] [2564/3612] Forecasting PKOH...
[2025-12-10T20:31:38.569265] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-10T20:31:38.569301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-10T20:31:38.581505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-10T20:31:38.581829] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-10T20:31:38.582592] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-10T20:31:38.582642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:38.582672] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:38.582698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:38.582757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:38.641403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:38.642059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:38.642135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:38.642166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:38.763545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:38.763711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:38.763753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:38.763780] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:38.767408] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-10T20:31:38.767691] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-10T20:31:38.767961] [INFO ] [sig       ] PKOH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:38.907558] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PKOH.txt
[2025-12-10T20:31:38.907703] [INFO ] [sig       ] [2564/3612] Completed PKOH in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:38.907757] [INFO ] [sig       ] [2565/3612] Forecasting PKX...
[2025-12-10T20:31:38.907784] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-10T20:31:38.907811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-10T20:31:38.919687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-10T20:31:38.920088] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-10T20:31:38.920937] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-10T20:31:38.920990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:38.921022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:38.921047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:38.921102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:38.984417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:38.985520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:38.985619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:38.985653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:39.109487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:39.109645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:39.109685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:39.109717] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:39.113013] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-10T20:31:39.113281] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-10T20:31:39.113402] [INFO ] [sig       ] PKX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:39.252317] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PKX.txt
[2025-12-10T20:31:39.252440] [INFO ] [sig       ] [2565/3612] Completed PKX in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:39.252478] [INFO ] [sig       ] [2566/3612] Forecasting PL...
[2025-12-10T20:31:39.252506] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-10T20:31:39.252534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-10T20:31:39.263811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-10T20:31:39.264094] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-10T20:31:39.264862] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-10T20:31:39.264911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:39.264968] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:39.264994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:39.265049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:39.322676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:39.323283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:39.323361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:39.323391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:39.443181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:39.443325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:39.443362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:39.443389] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:39.446645] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-10T20:31:39.446909] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-10T20:31:39.447024] [INFO ] [sig       ] PL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:39.583773] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PL.txt
[2025-12-10T20:31:39.583916] [INFO ] [sig       ] [2566/3612] Completed PL in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:39.583955] [INFO ] [sig       ] [2567/3612] Forecasting PLAB...
[2025-12-10T20:31:39.583985] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-10T20:31:39.584013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-10T20:31:39.594902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-10T20:31:39.595202] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-10T20:31:39.595971] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-10T20:31:39.596020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:39.596050] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:39.596076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:39.596130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:39.653690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:39.654384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:39.654462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:39.654494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:39.777212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:39.777360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:39.777401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:39.777429] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:39.780820] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-10T20:31:39.781090] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-10T20:31:39.781212] [INFO ] [sig       ] PLAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:39.921772] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLAB.txt
[2025-12-10T20:31:39.921897] [INFO ] [sig       ] [2567/3612] Completed PLAB in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:39.921934] [INFO ] [sig       ] [2568/3612] Forecasting PLAY...
[2025-12-10T20:31:39.921962] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-10T20:31:39.921990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-10T20:31:39.933459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-10T20:31:39.933773] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-10T20:31:39.934512] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-10T20:31:39.934597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:39.934643] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:39.934671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:39.934725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:39.991025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:39.991714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:39.991793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:39.991826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:40.114044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:40.114193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:40.114232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:40.114261] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:40.117637] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-12-10T20:31:40.117937] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-10T20:31:40.118061] [INFO ] [sig       ] PLAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:40.260458] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLAY.txt
[2025-12-10T20:31:40.260657] [INFO ] [sig       ] [2568/3612] Completed PLAY in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:40.260720] [INFO ] [sig       ] [2569/3612] Forecasting PLBC...
[2025-12-10T20:31:40.260759] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-10T20:31:40.260790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-10T20:31:40.272348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-10T20:31:40.272745] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-10T20:31:40.273513] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-10T20:31:40.273564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:40.273622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:40.273647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:40.273702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:40.332601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:40.333666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:40.333753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:40.333786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:40.448538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:40.448710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:40.448755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:40.448816] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:40.452295] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-10T20:31:40.452611] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-10T20:31:40.452748] [INFO ] [sig       ] PLBC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:40.598809] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLBC.txt
[2025-12-10T20:31:40.599152] [INFO ] [sig       ] [2569/3612] Completed PLBC in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.1m
[2025-12-10T20:31:40.599190] [INFO ] [sig       ] [2570/3612] Forecasting PLBY...
[2025-12-10T20:31:40.599219] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-10T20:31:40.599249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-10T20:31:40.611551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-10T20:31:40.612158] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-10T20:31:40.612963] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-10T20:31:40.613015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:40.613046] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:40.613071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:40.613127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:40.673778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:40.674698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:40.674792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:40.674825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:40.803202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:40.803349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:40.803389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:40.803417] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:40.807250] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-10T20:31:40.807546] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-10T20:31:40.807745] [INFO ] [sig       ] PLBY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:40.957792] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PLBY.txt
[2025-12-10T20:31:40.958147] [INFO ] [sig       ] [2570/3612] Completed PLBY in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:40.958193] [INFO ] [sig       ] [2571/3612] Forecasting PLCE...
[2025-12-10T20:31:40.958234] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-10T20:31:40.958268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-10T20:31:40.971704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-10T20:31:40.972086] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-10T20:31:40.972931] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-10T20:31:40.972984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:40.973016] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:40.973043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:40.973112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:41.035701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:41.036725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:41.036830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:41.036871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:41.167339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:41.167486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:41.167524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:41.167554] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:41.171146] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=44.39%)
[2025-12-10T20:31:41.171421] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-10T20:31:41.171546] [INFO ] [sig       ] PLCE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:41.321818] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLCE.txt
[2025-12-10T20:31:41.321967] [INFO ] [sig       ] [2571/3612] Completed PLCE in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:41.322006] [INFO ] [sig       ] [2572/3612] Forecasting PLD...
[2025-12-10T20:31:41.322036] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-10T20:31:41.322066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-10T20:31:41.334334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-10T20:31:41.334674] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-10T20:31:41.335505] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-10T20:31:41.335567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:41.335644] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:41.335698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:41.335776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:41.397444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:41.398297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:41.398377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:41.398410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:41.525265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:41.525413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:41.525451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:41.525479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:41.528826] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=34.75%)
[2025-12-10T20:31:41.529102] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-10T20:31:41.529223] [INFO ] [sig       ] PLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:41.673280] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLD.txt
[2025-12-10T20:31:41.673432] [INFO ] [sig       ] [2572/3612] Completed PLD in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:41.673470] [INFO ] [sig       ] [2573/3612] Forecasting PLPC...
[2025-12-10T20:31:41.673498] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-10T20:31:41.673529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-10T20:31:41.684759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-10T20:31:41.685110] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-10T20:31:41.685888] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-10T20:31:41.685952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:41.685983] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:41.686009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:41.686064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:41.744855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:41.745746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:41.745831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:41.745864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:41.865358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:41.865513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:41.865552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:41.865604] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:41.869163] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-10T20:31:41.869449] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-10T20:31:41.869590] [INFO ] [sig       ] PLPC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:42.017914] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PLPC.txt
[2025-12-10T20:31:42.018063] [INFO ] [sig       ] [2573/3612] Completed PLPC in 0.3s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:42.018102] [INFO ] [sig       ] [2574/3612] Forecasting PLRX...
[2025-12-10T20:31:42.018132] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-10T20:31:42.018161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-10T20:31:42.030651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-10T20:31:42.030992] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-10T20:31:42.031770] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-10T20:31:42.031820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:42.031850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:42.031875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:42.031929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:42.091066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:42.091835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:42.092104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:42.092138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:42.213809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:42.213960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:42.214000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:42.214028] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:42.217405] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-10T20:31:42.217690] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-10T20:31:42.217840] [INFO ] [sig       ] PLRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:42.368132] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PLRX.txt
[2025-12-10T20:31:42.368265] [INFO ] [sig       ] [2574/3612] Completed PLRX in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:42.368303] [INFO ] [sig       ] [2575/3612] Forecasting PLSE...
[2025-12-10T20:31:42.368332] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-10T20:31:42.368361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-10T20:31:42.380856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-10T20:31:42.381381] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-10T20:31:42.382390] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-10T20:31:42.382442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:42.382474] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:42.382500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:42.382557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:42.446603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:42.447639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:42.447741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:42.447780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:42.571124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:42.571279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:42.571317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:42.571345] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:42.574816] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-10T20:31:42.575088] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-10T20:31:42.575215] [INFO ] [sig       ] PLSE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:42.732906] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PLSE.txt
[2025-12-10T20:31:42.733047] [INFO ] [sig       ] [2575/3612] Completed PLSE in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:42.733086] [INFO ] [sig       ] [2576/3612] Forecasting PLTK...
[2025-12-10T20:31:42.733118] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-10T20:31:42.733147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-10T20:31:42.745541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-10T20:31:42.746078] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-10T20:31:42.746902] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-10T20:31:42.746954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:42.746988] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:42.747016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:42.747073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:42.820864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:42.821695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:42.821809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:42.821843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:42.946838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:42.946983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:42.947022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:42.947050] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:42.950839] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-10T20:31:42.951304] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-10T20:31:42.951425] [INFO ] [sig       ] PLTK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:43.093178] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLTK.txt
[2025-12-10T20:31:43.093314] [INFO ] [sig       ] [2576/3612] Completed PLTK in 0.4s | 2.87 sym/s | Total: 14.9m | ETA: 6.0m
[2025-12-10T20:31:43.093352] [INFO ] [sig       ] [2577/3612] Forecasting PLUG...
[2025-12-10T20:31:43.093380] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-10T20:31:43.093407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-10T20:31:43.106624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-10T20:31:43.106968] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-10T20:31:43.107786] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-10T20:31:43.107838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:43.107870] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:43.107897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:43.107952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:43.167512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:43.168558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:43.168655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:43.168687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:43.295239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:43.295389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:43.295427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:43.295455] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:43.298766] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-10T20:31:43.299219] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-10T20:31:43.299336] [INFO ] [sig       ] PLUG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:43.445327] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PLUG.txt
[2025-12-10T20:31:43.445469] [INFO ] [sig       ] [2577/3612] Completed PLUG in 0.4s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:43.445508] [INFO ] [sig       ] [2578/3612] Forecasting PLUS...
[2025-12-10T20:31:43.445539] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-10T20:31:43.445593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-10T20:31:43.457136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-10T20:31:43.457448] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-10T20:31:43.458315] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-10T20:31:43.458366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:43.458397] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:43.458423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:43.458479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:43.517833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:43.518844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:43.518923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:43.519146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:43.641902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:43.642053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:43.642091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:43.642118] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:43.645420] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-10T20:31:43.645738] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-10T20:31:43.645863] [INFO ] [sig       ] PLUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:43.786763] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLUS.txt
[2025-12-10T20:31:43.786889] [INFO ] [sig       ] [2578/3612] Completed PLUS in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:43.787107] [INFO ] [sig       ] [2579/3612] Forecasting PLXS...
[2025-12-10T20:31:43.787136] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-10T20:31:43.787164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-10T20:31:43.798455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-10T20:31:43.798766] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-10T20:31:43.799538] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-10T20:31:43.799610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:43.799643] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:43.799670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:43.799724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:43.856750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:43.857564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:43.857662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:43.857693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:43.980068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:43.980216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:43.980254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:43.980281] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:43.983642] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=69.28%)
[2025-12-10T20:31:43.983966] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-10T20:31:43.984089] [INFO ] [sig       ] PLXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:44.127991] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PLXS.txt
[2025-12-10T20:31:44.128173] [INFO ] [sig       ] [2579/3612] Completed PLXS in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:44.128213] [INFO ] [sig       ] [2580/3612] Forecasting PLYM...
[2025-12-10T20:31:44.128243] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-10T20:31:44.128271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-10T20:31:44.139462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-10T20:31:44.139795] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-10T20:31:44.140559] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-10T20:31:44.140626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:44.140659] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:44.140687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:44.140743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:44.199725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:44.200524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:44.200620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:44.200654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:44.322831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:44.322990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:44.323028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:44.323055] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:44.326316] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-10T20:31:44.326598] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-10T20:31:44.326718] [INFO ] [sig       ] PLYM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:44.465134] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PLYM.txt
[2025-12-10T20:31:44.465269] [INFO ] [sig       ] [2580/3612] Completed PLYM in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:44.465308] [INFO ] [sig       ] [2581/3612] Forecasting PM...
[2025-12-10T20:31:44.465337] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-10T20:31:44.465365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-10T20:31:44.476497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-10T20:31:44.476846] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-10T20:31:44.477612] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-10T20:31:44.477661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:44.477691] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:44.477739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:44.477807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:44.534705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:44.535421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:44.535498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:44.535529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:44.658966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:44.659116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:44.659155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:44.659183] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:44.662529] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-10T20:31:44.662815] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-10T20:31:44.662933] [INFO ] [sig       ] PM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:44.803130] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PM.txt
[2025-12-10T20:31:44.803256] [INFO ] [sig       ] [2581/3612] Completed PM in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:44.803293] [INFO ] [sig       ] [2582/3612] Forecasting PMAX...
[2025-12-10T20:31:44.803321] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-10T20:31:44.803349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-10T20:31:44.814144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-10T20:31:44.814438] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-10T20:31:44.815216] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-10T20:31:44.815264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:44.815295] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:44.815320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:44.815374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:44.872791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:44.873625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:44.873705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:44.873737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:44.990705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:44.990846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:44.990885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:44.990914] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:44.994663] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-10T20:31:44.994931] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-10T20:31:44.995048] [INFO ] [sig       ] PMAX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:45.137211] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PMAX.txt
[2025-12-10T20:31:45.137379] [INFO ] [sig       ] [2582/3612] Completed PMAX in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:45.137424] [INFO ] [sig       ] [2583/3612] Forecasting PML...
[2025-12-10T20:31:45.137458] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-10T20:31:45.137487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-10T20:31:45.148146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-10T20:31:45.148432] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-10T20:31:45.149239] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-10T20:31:45.149288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:45.149346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:45.149373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:45.149429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:45.207636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:45.208536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:45.208631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:45.208664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:45.329836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:45.329984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:45.330025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:45.330063] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:45.333390] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-10T20:31:45.333686] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-10T20:31:45.333817] [INFO ] [sig       ] PML: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:45.476746] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PML.txt
[2025-12-10T20:31:45.476896] [INFO ] [sig       ] [2583/3612] Completed PML in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:45.476935] [INFO ] [sig       ] [2584/3612] Forecasting PMM...
[2025-12-10T20:31:45.476964] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-10T20:31:45.476992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-10T20:31:45.488336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-10T20:31:45.488709] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-10T20:31:45.489689] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-10T20:31:45.489738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:45.489784] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:45.489816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:45.489882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:45.549277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:45.550241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:45.550326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:45.550357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:45.671097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:45.671246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:45.671285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:45.671313] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:45.675035] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-10T20:31:45.675306] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-10T20:31:45.675427] [INFO ] [sig       ] PMM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:45.814646] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PMM.txt
[2025-12-10T20:31:45.814772] [INFO ] [sig       ] [2584/3612] Completed PMM in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:45.814809] [INFO ] [sig       ] [2585/3612] Forecasting PMO...
[2025-12-10T20:31:45.814838] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-10T20:31:45.814867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-10T20:31:45.825473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-10T20:31:45.825764] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-10T20:31:45.826513] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-10T20:31:45.826562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:45.826612] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:45.826639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:45.826693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:45.883677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:45.884302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:45.884375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:45.884406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:46.004298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:46.004440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:46.004478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:46.004504] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:46.007800] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-10T20:31:46.008069] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-10T20:31:46.008197] [INFO ] [sig       ] PMO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:46.151223] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PMO.txt
[2025-12-10T20:31:46.151372] [INFO ] [sig       ] [2585/3612] Completed PMO in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:46.151412] [INFO ] [sig       ] [2586/3612] Forecasting PMTS...
[2025-12-10T20:31:46.151440] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-10T20:31:46.151471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-10T20:31:46.163435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-10T20:31:46.163778] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-10T20:31:46.164747] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-10T20:31:46.164804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:46.164847] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:46.164882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:46.164945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:46.223480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:46.224488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:46.224601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:46.224637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:46.350133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:46.350267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:46.350304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:46.350361] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:46.353763] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-10T20:31:46.354044] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-10T20:31:46.354168] [INFO ] [sig       ] PMTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:46.496765] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PMTS.txt
[2025-12-10T20:31:46.496917] [INFO ] [sig       ] [2586/3612] Completed PMTS in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 6.0m
[2025-12-10T20:31:46.496956] [INFO ] [sig       ] [2587/3612] Forecasting PMVP...
[2025-12-10T20:31:46.496985] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-10T20:31:46.497014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-10T20:31:46.509665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-10T20:31:46.509972] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-10T20:31:46.510938] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-10T20:31:46.510989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:46.511019] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:46.511045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:46.511101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:46.570627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:46.571423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:46.571501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:46.571534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:46.697122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:46.697261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:46.697299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:46.697326] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:46.701156] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-10T20:31:46.701424] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-10T20:31:46.701544] [INFO ] [sig       ] PMVP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:46.851288] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PMVP.txt
[2025-12-10T20:31:46.851416] [INFO ] [sig       ] [2587/3612] Completed PMVP in 0.4s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:46.851461] [INFO ] [sig       ] [2588/3612] Forecasting PNC...
[2025-12-10T20:31:46.851490] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-10T20:31:46.851519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-10T20:31:46.863237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-10T20:31:46.863532] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-10T20:31:46.864370] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-10T20:31:46.864420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:46.864452] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:46.864477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:46.864532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:46.922232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:46.922895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:46.922970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:46.923001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:47.052161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:47.052317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:47.052356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:47.052384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:47.055871] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=19.52%)
[2025-12-10T20:31:47.056144] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-10T20:31:47.056268] [INFO ] [sig       ] PNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:47.195690] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PNC.txt
[2025-12-10T20:31:47.195814] [INFO ] [sig       ] [2588/3612] Completed PNC in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:47.195850] [INFO ] [sig       ] [2589/3612] Forecasting PNFP...
[2025-12-10T20:31:47.195877] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-10T20:31:47.195906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-10T20:31:47.207246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-10T20:31:47.207607] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-10T20:31:47.208401] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-10T20:31:47.208452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:47.208484] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:47.208509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:47.208564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:47.267342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:47.268205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:47.268285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:47.268317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:47.394146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:47.394292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:47.394331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:47.394358] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:47.397631] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-10T20:31:47.397932] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-10T20:31:47.398077] [INFO ] [sig       ] PNFP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:47.542302] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PNFP.txt
[2025-12-10T20:31:47.542441] [INFO ] [sig       ] [2589/3612] Completed PNFP in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:47.542478] [INFO ] [sig       ] [2590/3612] Forecasting PNI...
[2025-12-10T20:31:47.542507] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-10T20:31:47.542536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-10T20:31:47.553926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-10T20:31:47.554237] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-10T20:31:47.555009] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-10T20:31:47.555059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:47.555090] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:47.555116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:47.555171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:47.613037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:47.613742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:47.613821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:47.613853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:47.724937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:47.725082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:47.725121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:47.725149] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:47.728963] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-12-10T20:31:47.729237] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-10T20:31:47.729357] [INFO ] [sig       ] PNI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:47.869291] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PNI.txt
[2025-12-10T20:31:47.869420] [INFO ] [sig       ] [2590/3612] Completed PNI in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:47.869459] [INFO ] [sig       ] [2591/3612] Forecasting PNQI...
[2025-12-10T20:31:47.869488] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-10T20:31:47.869517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-10T20:31:47.881135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-10T20:31:47.881425] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-10T20:31:47.882197] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-10T20:31:47.882247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:47.882278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:47.882303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:47.882357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:47.939922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:47.940593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:47.940672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:47.940705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:48.065287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:48.065431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:48.065469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:48.065513] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:48.068850] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-10T20:31:48.069120] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-10T20:31:48.069243] [INFO ] [sig       ] PNQI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:48.211081] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PNQI.txt
[2025-12-10T20:31:48.211216] [INFO ] [sig       ] [2591/3612] Completed PNQI in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:48.211254] [INFO ] [sig       ] [2592/3612] Forecasting PNRG...
[2025-12-10T20:31:48.211282] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-10T20:31:48.211310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-10T20:31:48.221757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-10T20:31:48.222039] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-10T20:31:48.222797] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-10T20:31:48.222845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:48.222876] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:48.222900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:48.222955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:48.280478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:48.281247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:48.281327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:48.281360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:48.399919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:48.400067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:48.400300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:48.400326] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:48.403615] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-12-10T20:31:48.403880] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-10T20:31:48.404002] [INFO ] [sig       ] PNRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:48.550094] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PNRG.txt
[2025-12-10T20:31:48.550247] [INFO ] [sig       ] [2592/3612] Completed PNRG in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:48.550286] [INFO ] [sig       ] [2593/3612] Forecasting PNTG...
[2025-12-10T20:31:48.550314] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-10T20:31:48.550344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-10T20:31:48.561316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-10T20:31:48.561673] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-10T20:31:48.562458] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-10T20:31:48.562508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:48.562538] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:48.562564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:48.562649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:48.622304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:48.623187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:48.623313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:48.623348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:48.744042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:48.744194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:48.744234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:48.744263] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:48.747672] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-10T20:31:48.747972] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-10T20:31:48.748098] [INFO ] [sig       ] PNTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:48.893187] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PNTG.txt
[2025-12-10T20:31:48.893338] [INFO ] [sig       ] [2593/3612] Completed PNTG in 0.3s | 2.87 sym/s | Total: 15.0m | ETA: 5.9m
[2025-12-10T20:31:48.893376] [INFO ] [sig       ] [2594/3612] Forecasting POAI...
[2025-12-10T20:31:48.893406] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-10T20:31:48.893434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-10T20:31:48.904042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-10T20:31:48.904404] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-10T20:31:48.905173] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-10T20:31:48.905222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:48.905252] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:48.905278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:48.905333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:48.963422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:48.964264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:48.964346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:48.964377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:49.082689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:49.082847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:49.082885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:49.082912] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:49.086222] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-10T20:31:49.086507] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-10T20:31:49.086648] [INFO ] [sig       ] POAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:49.225544] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/POAI.txt
[2025-12-10T20:31:49.225718] [INFO ] [sig       ] [2594/3612] Completed POAI in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:49.225757] [INFO ] [sig       ] [2595/3612] Forecasting PODD...
[2025-12-10T20:31:49.225786] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-10T20:31:49.225814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-10T20:31:49.237031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-10T20:31:49.237411] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-10T20:31:49.238199] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-10T20:31:49.238249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:49.238279] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:49.238342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:49.238400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:49.295638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:49.296450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:49.296529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:49.296561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:49.415595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:49.415740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:49.415779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:49.415807] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:49.419923] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2025-12-10T20:31:49.420296] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-10T20:31:49.420462] [INFO ] [sig       ] PODD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:49.561606] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PODD.txt
[2025-12-10T20:31:49.561731] [INFO ] [sig       ] [2595/3612] Completed PODD in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:49.561769] [INFO ] [sig       ] [2596/3612] Forecasting POOL...
[2025-12-10T20:31:49.561798] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-10T20:31:49.561829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-10T20:31:49.572694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-10T20:31:49.573005] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-10T20:31:49.573765] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-10T20:31:49.573815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:49.573845] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:49.573871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:49.573926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:49.630246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:49.630894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:49.630968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:49.630999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:49.748366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:49.748503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:49.748540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:49.748584] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:49.751836] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-10T20:31:49.752100] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-10T20:31:49.752216] [INFO ] [sig       ] POOL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:49.894012] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/POOL.txt
[2025-12-10T20:31:49.894358] [INFO ] [sig       ] [2596/3612] Completed POOL in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:49.894397] [INFO ] [sig       ] [2597/3612] Forecasting POWI...
[2025-12-10T20:31:49.894426] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-10T20:31:49.894454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-10T20:31:49.905705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-10T20:31:49.906010] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-10T20:31:49.906779] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-10T20:31:49.906829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:49.906859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:49.906885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:49.906945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:49.965534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:49.966210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:49.966290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:49.966329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:50.100863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:50.101018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:50.101056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:50.101084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:50.105177] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=82.03%)
[2025-12-10T20:31:50.105461] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-10T20:31:50.105604] [INFO ] [sig       ] POWI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:50.255905] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/POWI.txt
[2025-12-10T20:31:50.256079] [INFO ] [sig       ] [2597/3612] Completed POWI in 0.4s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:50.256122] [INFO ] [sig       ] [2598/3612] Forecasting POWL...
[2025-12-10T20:31:50.256152] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-10T20:31:50.256181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-10T20:31:50.268092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-10T20:31:50.268686] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-10T20:31:50.269497] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-10T20:31:50.269548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:50.269608] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:50.269639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:50.269695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:50.331696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:50.332766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:50.332852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:50.332884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:50.459179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:50.459332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:50.459373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:50.459402] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:50.462820] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-10T20:31:50.463093] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-10T20:31:50.463211] [INFO ] [sig       ] POWL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:50.612685] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/POWL.txt
[2025-12-10T20:31:50.612831] [INFO ] [sig       ] [2598/3612] Completed POWL in 0.4s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:50.612871] [INFO ] [sig       ] [2599/3612] Forecasting PPC...
[2025-12-10T20:31:50.612907] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-10T20:31:50.612937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-10T20:31:50.624468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-10T20:31:50.624829] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-10T20:31:50.625614] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-10T20:31:50.625665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:50.625697] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:50.625722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:50.625777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:50.686660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:50.687490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:50.687592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:50.687628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:50.808328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:50.808461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:50.808499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:50.808529] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:50.811852] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-10T20:31:50.812126] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-10T20:31:50.812249] [INFO ] [sig       ] PPC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:50.950364] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PPC.txt
[2025-12-10T20:31:50.950485] [INFO ] [sig       ] [2599/3612] Completed PPC in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:50.950521] [INFO ] [sig       ] [2600/3612] Forecasting PPG...
[2025-12-10T20:31:50.950549] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-10T20:31:50.950595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-10T20:31:50.961968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-10T20:31:50.962272] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-10T20:31:50.963050] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-10T20:31:50.963100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:50.963160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:50.963187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:50.963243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:51.020506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:51.021302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:51.021382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:51.021414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:51.145093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:51.145244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:51.145282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:51.145309] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:51.148988] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-10T20:31:51.149452] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-10T20:31:51.149591] [INFO ] [sig       ] PPG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:51.297919] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PPG.txt
[2025-12-10T20:31:51.298155] [INFO ] [sig       ] [2600/3612] Completed PPG in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:51.298218] [INFO ] [sig       ] [2601/3612] Forecasting PPH...
[2025-12-10T20:31:51.298259] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-10T20:31:51.298302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-10T20:31:51.311299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-10T20:31:51.311669] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-10T20:31:51.312436] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-10T20:31:51.312486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:51.312518] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:51.312543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:51.312619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:51.368671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:51.369512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:51.369613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:51.369647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:51.487959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:51.488108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:51.488147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:51.488175] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:51.491611] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-12-10T20:31:51.491899] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-10T20:31:51.492027] [INFO ] [sig       ] PPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:51.640700] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PPH.txt
[2025-12-10T20:31:51.640853] [INFO ] [sig       ] [2601/3612] Completed PPH in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:51.640890] [INFO ] [sig       ] [2602/3612] Forecasting PPIH...
[2025-12-10T20:31:51.640920] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-10T20:31:51.640949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-10T20:31:51.653099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-10T20:31:51.653434] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-10T20:31:51.654204] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-10T20:31:51.654255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:51.654286] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:51.654311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:51.654365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:51.712695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:51.713535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:51.713643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:51.713676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:51.832878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:51.833036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:51.833074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:51.833118] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:51.836607] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-10T20:31:51.836962] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-10T20:31:51.837100] [INFO ] [sig       ] PPIH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:51.984989] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PPIH.txt
[2025-12-10T20:31:51.985145] [INFO ] [sig       ] [2602/3612] Completed PPIH in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:51.985184] [INFO ] [sig       ] [2603/3612] Forecasting PPL...
[2025-12-10T20:31:51.985213] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-10T20:31:51.985245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-10T20:31:51.996550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-10T20:31:51.996979] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-10T20:31:51.997811] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-10T20:31:51.997872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:51.997911] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:51.997938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:51.997998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:52.056639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:52.057516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:52.057625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:52.057660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:52.182039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:52.182193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:52.182232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:52.182294] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:52.185721] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-12-10T20:31:52.186040] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-10T20:31:52.186172] [INFO ] [sig       ] PPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:52.328942] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PPL.txt
[2025-12-10T20:31:52.329093] [INFO ] [sig       ] [2603/3612] Completed PPL in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.9m
[2025-12-10T20:31:52.329132] [INFO ] [sig       ] [2604/3612] Forecasting PPSI...
[2025-12-10T20:31:52.329160] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-10T20:31:52.329189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-10T20:31:52.340207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-10T20:31:52.340599] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-10T20:31:52.341375] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-10T20:31:52.341426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:52.341457] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:52.341482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:52.341542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:52.398227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:52.399114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:52.399198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:52.399229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:52.516096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:52.516255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:52.516293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:52.516321] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:52.519908] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-10T20:31:52.520228] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-10T20:31:52.520362] [INFO ] [sig       ] PPSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:52.666681] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PPSI.txt
[2025-12-10T20:31:52.666831] [INFO ] [sig       ] [2604/3612] Completed PPSI in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:52.666869] [INFO ] [sig       ] [2605/3612] Forecasting PPTA...
[2025-12-10T20:31:52.666898] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-10T20:31:52.666929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-10T20:31:52.679324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-10T20:31:52.679724] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-10T20:31:52.680516] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-10T20:31:52.680565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:52.680615] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:52.680641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:52.680695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:52.737941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:52.738800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:52.738879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:52.738911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:52.857373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:52.857524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:52.857561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:52.857608] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:52.861209] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-10T20:31:52.861623] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-10T20:31:52.861793] [INFO ] [sig       ] PPTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:53.012790] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PPTA.txt
[2025-12-10T20:31:53.012939] [INFO ] [sig       ] [2605/3612] Completed PPTA in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:53.012978] [INFO ] [sig       ] [2606/3612] Forecasting PRA...
[2025-12-10T20:31:53.013007] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-10T20:31:53.013036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-10T20:31:53.025323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-10T20:31:53.025716] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-10T20:31:53.026517] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-10T20:31:53.026569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:53.026628] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:53.026657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:53.026730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:53.086244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:53.087077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:53.087350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:53.087382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:53.210721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:53.210872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:53.210916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:53.210945] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:53.214235] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-12-10T20:31:53.214513] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-10T20:31:53.214651] [INFO ] [sig       ] PRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:53.360088] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRA.txt
[2025-12-10T20:31:53.360237] [INFO ] [sig       ] [2606/3612] Completed PRA in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:53.360276] [INFO ] [sig       ] [2607/3612] Forecasting PRAA...
[2025-12-10T20:31:53.360304] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-10T20:31:53.360333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-10T20:31:53.371982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-10T20:31:53.372278] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-10T20:31:53.373098] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-10T20:31:53.373156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:53.373187] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:53.373213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:53.373274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:53.434179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:53.435029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:53.435113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:53.435146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:53.560752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:53.560901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:53.560939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:53.560968] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:53.564461] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-10T20:31:53.564781] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-10T20:31:53.564913] [INFO ] [sig       ] PRAA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:53.716586] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRAA.txt
[2025-12-10T20:31:53.716736] [INFO ] [sig       ] [2607/3612] Completed PRAA in 0.4s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:53.716774] [INFO ] [sig       ] [2608/3612] Forecasting PRAX...
[2025-12-10T20:31:53.716803] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-10T20:31:53.716832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-10T20:31:53.728833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-10T20:31:53.729152] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-10T20:31:53.730114] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-10T20:31:53.730177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:53.730391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:53.730417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:53.730470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:53.788882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:53.789933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:53.790022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:53.790053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:53.915595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:53.915742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:53.915780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:53.915808] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:53.919066] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2025-12-10T20:31:53.919332] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-10T20:31:53.919449] [INFO ] [sig       ] PRAX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:54.068267] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRAX.txt
[2025-12-10T20:31:54.068412] [INFO ] [sig       ] [2608/3612] Completed PRAX in 0.4s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:54.068450] [INFO ] [sig       ] [2609/3612] Forecasting PRCH...
[2025-12-10T20:31:54.068480] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-10T20:31:54.068507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-10T20:31:54.079527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-10T20:31:54.079845] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-10T20:31:54.080784] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-10T20:31:54.080834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:54.080864] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:54.080890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:54.080944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:54.138521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:54.139277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:54.139357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:54.139390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:54.262648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:54.262803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:54.262844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:54.262873] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:54.266262] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=53.79%)
[2025-12-10T20:31:54.266538] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-10T20:31:54.266682] [INFO ] [sig       ] PRCH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:54.406704] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRCH.txt
[2025-12-10T20:31:54.406837] [INFO ] [sig       ] [2609/3612] Completed PRCH in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:54.406876] [INFO ] [sig       ] [2610/3612] Forecasting PRDO...
[2025-12-10T20:31:54.406906] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-10T20:31:54.406936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-10T20:31:54.421213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-10T20:31:54.421568] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-10T20:31:54.422377] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-10T20:31:54.422432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:54.422464] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:54.422493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:54.422551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:54.480381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:54.481152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:54.481262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:54.481295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:54.601076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:54.601211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:54.601251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:54.601278] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:54.604613] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-12-10T20:31:54.604882] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-10T20:31:54.605003] [INFO ] [sig       ] PRDO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:54.745283] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRDO.txt
[2025-12-10T20:31:54.745432] [INFO ] [sig       ] [2610/3612] Completed PRDO in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:54.745473] [INFO ] [sig       ] [2611/3612] Forecasting PRFZ...
[2025-12-10T20:31:54.745504] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-10T20:31:54.745534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-10T20:31:54.758132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-10T20:31:54.758521] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-10T20:31:54.759363] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-10T20:31:54.759415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:54.759446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:54.759473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:54.759528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:54.817151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:54.818109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:54.818230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:54.818265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:54.941870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:54.942026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:54.942067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:54.942094] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:54.945392] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-12-10T20:31:54.945678] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-10T20:31:54.945797] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:55.087235] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRFZ.txt
[2025-12-10T20:31:55.087386] [INFO ] [sig       ] [2611/3612] Completed PRFZ in 0.3s | 2.87 sym/s | Total: 15.1m | ETA: 5.8m
[2025-12-10T20:31:55.087425] [INFO ] [sig       ] [2612/3612] Forecasting PRG...
[2025-12-10T20:31:55.087453] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-10T20:31:55.087482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-10T20:31:55.099413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-10T20:31:55.099768] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-10T20:31:55.100533] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-10T20:31:55.100607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:55.100641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:55.100668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:55.100724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:55.161452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:55.162156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:55.162234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:55.162267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:55.284136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:55.284478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:55.284519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:55.284546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:55.288008] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-10T20:31:55.288296] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-10T20:31:55.288419] [INFO ] [sig       ] PRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:55.432488] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRG.txt
[2025-12-10T20:31:55.432654] [INFO ] [sig       ] [2612/3612] Completed PRG in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:55.432695] [INFO ] [sig       ] [2613/3612] Forecasting PRGO...
[2025-12-10T20:31:55.432724] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-10T20:31:55.432751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-10T20:31:55.445350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-10T20:31:55.445682] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-10T20:31:55.446429] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-10T20:31:55.446478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:55.446509] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:55.446535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:55.446609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:55.506565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:55.507464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:55.507550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:55.507604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:55.626730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:55.626873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:55.626911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:55.626939] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:55.630688] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-10T20:31:55.630978] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-10T20:31:55.631108] [INFO ] [sig       ] PRGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:55.777524] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRGO.txt
[2025-12-10T20:31:55.777690] [INFO ] [sig       ] [2613/3612] Completed PRGO in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:55.777759] [INFO ] [sig       ] [2614/3612] Forecasting PRGS...
[2025-12-10T20:31:55.777799] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-10T20:31:55.777842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-10T20:31:55.789472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-10T20:31:55.789774] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-10T20:31:55.790777] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-10T20:31:55.790826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:55.790857] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:55.790882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:55.790936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:55.853470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:55.854341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:55.854436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:55.854480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:55.979350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:55.979505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:55.979544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:55.979595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:55.983075] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-10T20:31:55.983500] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-10T20:31:55.983642] [INFO ] [sig       ] PRGS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:56.127169] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRGS.txt
[2025-12-10T20:31:56.127294] [INFO ] [sig       ] [2614/3612] Completed PRGS in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:56.127330] [INFO ] [sig       ] [2615/3612] Forecasting PRH...
[2025-12-10T20:31:56.127359] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-10T20:31:56.127388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-10T20:31:56.139150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-10T20:31:56.139412] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-10T20:31:56.140197] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-10T20:31:56.140247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:56.140279] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:56.140306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:56.140360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:56.200377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:56.201071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:56.201151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:56.201190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:56.323405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:56.323591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:56.323630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:56.323666] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:56.326960] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-10T20:31:56.327233] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-10T20:31:56.327535] [INFO ] [sig       ] PRH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:56.474732] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRH.txt
[2025-12-10T20:31:56.474893] [INFO ] [sig       ] [2615/3612] Completed PRH in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:56.474931] [INFO ] [sig       ] [2616/3612] Forecasting PRI...
[2025-12-10T20:31:56.474958] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-10T20:31:56.474997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-10T20:31:56.487480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-10T20:31:56.487886] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-10T20:31:56.488650] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-10T20:31:56.488699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:56.488730] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:56.488755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:56.488810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:56.552379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:56.553242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:56.553323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:56.553354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:56.666518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:56.666683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:56.666721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:56.666748] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:56.670008] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-10T20:31:56.670279] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-10T20:31:56.670397] [INFO ] [sig       ] PRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:56.809623] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRI.txt
[2025-12-10T20:31:56.809745] [INFO ] [sig       ] [2616/3612] Completed PRI in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:56.809782] [INFO ] [sig       ] [2617/3612] Forecasting PRIM...
[2025-12-10T20:31:56.809809] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-10T20:31:56.809838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-10T20:31:56.820997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-10T20:31:56.821286] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-10T20:31:56.822059] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-10T20:31:56.822114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:56.822171] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:56.822199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:56.822255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:56.880994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:56.881823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:56.881909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:56.881948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:57.004025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:57.004177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:57.004221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:57.004253] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:57.007510] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-10T20:31:57.007937] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-10T20:31:57.008073] [INFO ] [sig       ] PRIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:57.147652] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRIM.txt
[2025-12-10T20:31:57.147787] [INFO ] [sig       ] [2617/3612] Completed PRIM in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:57.147825] [INFO ] [sig       ] [2618/3612] Forecasting PRLB...
[2025-12-10T20:31:57.147853] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-10T20:31:57.147881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-10T20:31:57.160586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-10T20:31:57.160912] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-10T20:31:57.161698] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-10T20:31:57.161755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:57.161799] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:57.161828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:57.161886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:57.223330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:57.224125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:57.224225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:57.224262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:57.358647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:57.358810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:57.358853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:57.358883] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:57.362673] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-10T20:31:57.362966] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-10T20:31:57.363093] [INFO ] [sig       ] PRLB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:57.564998] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRLB.txt
[2025-12-10T20:31:57.565198] [INFO ] [sig       ] [2618/3612] Completed PRLB in 0.4s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:57.565257] [INFO ] [sig       ] [2619/3612] Forecasting PRM...
[2025-12-10T20:31:57.565302] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-10T20:31:57.565532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-10T20:31:57.579536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-10T20:31:57.579996] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-10T20:31:57.580839] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-10T20:31:57.580890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:57.580939] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:57.580966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:57.581020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:57.639020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:57.639643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:57.639718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:57.639749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:57.761625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:57.761756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:57.761793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:57.761821] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:57.765603] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-10T20:31:57.765873] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-10T20:31:57.765989] [INFO ] [sig       ] PRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:57.908130] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRM.txt
[2025-12-10T20:31:57.908276] [INFO ] [sig       ] [2619/3612] Completed PRM in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:57.908313] [INFO ] [sig       ] [2620/3612] Forecasting PRME...
[2025-12-10T20:31:57.908342] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-10T20:31:57.908372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-10T20:31:57.920793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-10T20:31:57.921229] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-10T20:31:57.922483] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-10T20:31:57.922541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:57.922596] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:57.922626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:57.922696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:57.984276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:57.984953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:57.985030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:57.985061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:58.105217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:58.105389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:58.105430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:58.105496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:58.109539] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=75.54%)
[2025-12-10T20:31:58.109852] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-10T20:31:58.109996] [INFO ] [sig       ] PRME: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:58.265201] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRME.txt
[2025-12-10T20:31:58.265369] [INFO ] [sig       ] [2620/3612] Completed PRME in 0.4s | 2.87 sym/s | Total: 15.2m | ETA: 5.8m
[2025-12-10T20:31:58.265408] [INFO ] [sig       ] [2621/3612] Forecasting PRN...
[2025-12-10T20:31:58.265437] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-10T20:31:58.265467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-10T20:31:58.277635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-10T20:31:58.278056] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-10T20:31:58.278853] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-10T20:31:58.278906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:58.278938] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:58.278964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:58.279019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:58.338699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:58.339531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:58.339631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:58.339666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:58.469774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:58.469931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:58.469971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:58.469998] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:58.473819] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-10T20:31:58.474103] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-10T20:31:58.474231] [INFO ] [sig       ] PRN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:58.617814] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRN.txt
[2025-12-10T20:31:58.617983] [INFO ] [sig       ] [2621/3612] Completed PRN in 0.4s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:31:58.618022] [INFO ] [sig       ] [2622/3612] Forecasting PROF...
[2025-12-10T20:31:58.618050] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-10T20:31:58.618078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-10T20:31:58.630288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-10T20:31:58.630666] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-10T20:31:58.631414] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-10T20:31:58.631465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:58.631494] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:58.631519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:58.631599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:58.694412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:58.695352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:58.695432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:58.695464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:58.811457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:58.811622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:58.811661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:58.811689] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:58.815278] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-10T20:31:58.815550] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-10T20:31:58.815685] [INFO ] [sig       ] PROF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:58.955448] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PROF.txt
[2025-12-10T20:31:58.955556] [INFO ] [sig       ] [2622/3612] Completed PROF in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:31:58.955616] [INFO ] [sig       ] [2623/3612] Forecasting PROK...
[2025-12-10T20:31:58.955645] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-10T20:31:58.955675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-10T20:31:58.968138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-10T20:31:58.968648] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-10T20:31:58.969599] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-10T20:31:58.969649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:58.969680] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:58.969706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:58.969760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:59.025430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:59.026042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:59.026116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:59.026147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:59.147487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:59.147645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:59.147683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:59.147710] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:59.151485] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-10T20:31:59.151804] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-10T20:31:59.151927] [INFO ] [sig       ] PROK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:31:59.292773] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PROK.txt
[2025-12-10T20:31:59.292899] [INFO ] [sig       ] [2623/3612] Completed PROK in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:31:59.292937] [INFO ] [sig       ] [2624/3612] Forecasting PRTA...
[2025-12-10T20:31:59.292966] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-10T20:31:59.292995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-10T20:31:59.305118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-10T20:31:59.305381] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-10T20:31:59.306137] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-10T20:31:59.306188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:59.306220] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:59.306247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:59.306303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:59.363388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:59.363981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:59.364057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:59.364088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:59.483853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:59.483992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:59.484029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:59.484058] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:59.487255] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-10T20:31:59.487528] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-10T20:31:59.487685] [INFO ] [sig       ] PRTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:59.627036] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRTA.txt
[2025-12-10T20:31:59.627153] [INFO ] [sig       ] [2624/3612] Completed PRTA in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:31:59.627190] [INFO ] [sig       ] [2625/3612] Forecasting PRTH...
[2025-12-10T20:31:59.627217] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-10T20:31:59.627246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-10T20:31:59.638239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-10T20:31:59.638534] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-10T20:31:59.639295] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-10T20:31:59.639346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:59.639377] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:59.639403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:59.639458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:31:59.696591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:31:59.697453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:31:59.697537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:31:59.697569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:31:59.816537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:31:59.816699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:31:59.816738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:31:59.816765] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:31:59.820047] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-12-10T20:31:59.820317] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-10T20:31:59.820433] [INFO ] [sig       ] PRTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:31:59.961120] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRTH.txt
[2025-12-10T20:31:59.961269] [INFO ] [sig       ] [2625/3612] Completed PRTH in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:31:59.961308] [INFO ] [sig       ] [2626/3612] Forecasting PRVA...
[2025-12-10T20:31:59.961337] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-10T20:31:59.961366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-10T20:31:59.973132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-10T20:31:59.973498] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-10T20:31:59.974273] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-10T20:31:59.974323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:31:59.974353] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:31:59.974379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:31:59.974433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:00.031283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:00.032141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:00.032220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:00.032252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:00.152167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:00.152324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:00.152381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:00.152409] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:00.155897] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-10T20:32:00.156235] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-10T20:32:00.156364] [INFO ] [sig       ] PRVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:00.299104] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PRVA.txt
[2025-12-10T20:32:00.299256] [INFO ] [sig       ] [2626/3612] Completed PRVA in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:32:00.299297] [INFO ] [sig       ] [2627/3612] Forecasting PRZO...
[2025-12-10T20:32:00.299326] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-10T20:32:00.299354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-10T20:32:00.312127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-10T20:32:00.312549] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-10T20:32:00.313539] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-10T20:32:00.313628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:00.313679] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:00.313726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:00.313815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:00.376339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:00.377080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:00.377189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:00.377222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:00.504671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:00.504821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:00.504860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:00.504889] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:00.508434] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-10T20:32:00.508738] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-10T20:32:00.508865] [INFO ] [sig       ] PRZO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:00.651898] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PRZO.txt
[2025-12-10T20:32:00.652051] [INFO ] [sig       ] [2627/3612] Completed PRZO in 0.4s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:32:00.652092] [INFO ] [sig       ] [2628/3612] Forecasting PSC...
[2025-12-10T20:32:00.652123] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-10T20:32:00.652154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-10T20:32:00.664447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-10T20:32:00.664818] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-10T20:32:00.665609] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-10T20:32:00.665661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:00.665693] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:00.665720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:00.665776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:00.724640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:00.725525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:00.725659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:00.725694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:00.851410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:00.851584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:00.851624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:00.851652] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:00.855019] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-10T20:32:00.855311] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-10T20:32:00.855436] [INFO ] [sig       ] PSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:00.994037] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSC.txt
[2025-12-10T20:32:00.994189] [INFO ] [sig       ] [2628/3612] Completed PSC in 0.3s | 2.87 sym/s | Total: 15.2m | ETA: 5.7m
[2025-12-10T20:32:00.994230] [INFO ] [sig       ] [2629/3612] Forecasting PSCE...
[2025-12-10T20:32:00.994258] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-10T20:32:00.994286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-10T20:32:01.005035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-10T20:32:01.005325] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-10T20:32:01.006084] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-10T20:32:01.006134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:01.006165] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:01.006191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:01.006245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:01.062278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:01.063127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:01.063206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:01.063238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:01.171752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:01.171908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:01.171947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:01.171974] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:01.175295] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-10T20:32:01.175563] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-10T20:32:01.175701] [INFO ] [sig       ] PSCE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:01.315275] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSCE.txt
[2025-12-10T20:32:01.315404] [INFO ] [sig       ] [2629/3612] Completed PSCE in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:01.315442] [INFO ] [sig       ] [2630/3612] Forecasting PSCH...
[2025-12-10T20:32:01.315470] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-10T20:32:01.315499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-10T20:32:01.326385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-10T20:32:01.326677] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-10T20:32:01.327561] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-10T20:32:01.327630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:01.327713] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:01.327764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:01.327822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:01.385699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:01.386327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:01.386402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:01.386433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:01.500500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:01.500669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:01.500706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:01.500735] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:01.504004] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-10T20:32:01.504272] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-10T20:32:01.504393] [INFO ] [sig       ] PSCH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:01.646648] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PSCH.txt
[2025-12-10T20:32:01.646824] [INFO ] [sig       ] [2630/3612] Completed PSCH in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:01.646863] [INFO ] [sig       ] [2631/3612] Forecasting PSEC...
[2025-12-10T20:32:01.646893] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-10T20:32:01.646922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-10T20:32:01.657844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-10T20:32:01.658231] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-10T20:32:01.659021] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-10T20:32:01.659071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:01.659103] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:01.659129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:01.659184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:01.722687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:01.723591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:01.723676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:01.723715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:01.853655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:01.853839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:01.853901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:01.853938] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:01.858766] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-10T20:32:01.859189] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-10T20:32:01.859366] [INFO ] [sig       ] PSEC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:02.027293] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSEC.txt
[2025-12-10T20:32:02.028312] [INFO ] [sig       ] [2631/3612] Completed PSEC in 0.4s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:02.028367] [INFO ] [sig       ] [2632/3612] Forecasting PSF...
[2025-12-10T20:32:02.028398] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-10T20:32:02.028429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-10T20:32:02.039906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-10T20:32:02.040295] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-10T20:32:02.041114] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-10T20:32:02.041166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:02.041198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:02.041223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:02.041278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:02.101031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:02.101895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:02.101979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:02.102013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:02.221863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:02.222017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:02.222056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:02.222083] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:02.225705] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-10T20:32:02.226037] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-10T20:32:02.226172] [INFO ] [sig       ] PSF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:02.368679] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PSF.txt
[2025-12-10T20:32:02.368834] [INFO ] [sig       ] [2632/3612] Completed PSF in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:02.368873] [INFO ] [sig       ] [2633/3612] Forecasting PSFE...
[2025-12-10T20:32:02.368902] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-10T20:32:02.368931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-10T20:32:02.380910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-10T20:32:02.381250] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-10T20:32:02.382018] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-10T20:32:02.382068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:02.382099] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:02.382125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:02.382180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:02.438559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:02.439407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:02.439490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:02.439522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:02.557637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:02.557807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:02.557845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:02.557873] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:02.561161] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-10T20:32:02.561448] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-10T20:32:02.561599] [INFO ] [sig       ] PSFE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:02.703455] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PSFE.txt
[2025-12-10T20:32:02.703608] [INFO ] [sig       ] [2633/3612] Completed PSFE in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:02.703648] [INFO ] [sig       ] [2634/3612] Forecasting PSHG...
[2025-12-10T20:32:02.703683] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-10T20:32:02.703712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-10T20:32:02.714781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-10T20:32:02.715042] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-10T20:32:02.715808] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-10T20:32:02.715858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:02.715913] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:02.715940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:02.715995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:02.772724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:02.773349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:02.773428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:02.773461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:02.902612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:02.902765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:02.902803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:02.902830] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:02.906096] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-10T20:32:02.906367] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-10T20:32:02.906485] [INFO ] [sig       ] PSHG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:03.046248] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSHG.txt
[2025-12-10T20:32:03.046364] [INFO ] [sig       ] [2634/3612] Completed PSHG in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:03.046402] [INFO ] [sig       ] [2635/3612] Forecasting PSN...
[2025-12-10T20:32:03.046431] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-10T20:32:03.046459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-10T20:32:03.058092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-10T20:32:03.058354] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-10T20:32:03.059105] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-10T20:32:03.059156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:03.059187] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:03.059213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:03.059267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:03.116612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:03.117197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:03.117276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:03.117306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:03.236295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:03.236441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:03.236479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:03.236507] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:03.239992] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2025-12-10T20:32:03.240270] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-10T20:32:03.240391] [INFO ] [sig       ] PSN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:03.382607] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PSN.txt
[2025-12-10T20:32:03.382766] [INFO ] [sig       ] [2635/3612] Completed PSN in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:03.382807] [INFO ] [sig       ] [2636/3612] Forecasting PSNL...
[2025-12-10T20:32:03.382837] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-10T20:32:03.382866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-10T20:32:03.394960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-10T20:32:03.395263] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-10T20:32:03.396237] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-10T20:32:03.396288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:03.396319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:03.396344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:03.396398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:03.454664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:03.455300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:03.455379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:03.455409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:03.575177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:03.575317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:03.575355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:03.575382] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:03.579271] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-10T20:32:03.579715] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-10T20:32:03.579839] [INFO ] [sig       ] PSNL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:03.719604] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSNL.txt
[2025-12-10T20:32:03.719724] [INFO ] [sig       ] [2636/3612] Completed PSNL in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:03.719762] [INFO ] [sig       ] [2637/3612] Forecasting PSO...
[2025-12-10T20:32:03.719790] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-10T20:32:03.719819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-10T20:32:03.731231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-10T20:32:03.731505] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-10T20:32:03.732258] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-10T20:32:03.732307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:03.732338] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:03.732363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:03.732418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:03.787710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:03.788315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:03.788394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:03.788423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:03.911927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:03.912075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:03.912115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:03.912189] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:03.915620] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-10T20:32:03.915896] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-10T20:32:03.916023] [INFO ] [sig       ] PSO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:04.059467] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSO.txt
[2025-12-10T20:32:04.059610] [INFO ] [sig       ] [2637/3612] Completed PSO in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:04.059649] [INFO ] [sig       ] [2638/3612] Forecasting PSQH...
[2025-12-10T20:32:04.059679] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-10T20:32:04.059707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-10T20:32:04.071324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-10T20:32:04.071627] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-10T20:32:04.072370] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-10T20:32:04.072420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:04.072451] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:04.072477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:04.072531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:04.128738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:04.129675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:04.129754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:04.129785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:04.247438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:04.247588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:04.247627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:04.247654] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:04.250885] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-12-10T20:32:04.251157] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-10T20:32:04.251277] [INFO ] [sig       ] PSQH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:04.407554] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSQH.txt
[2025-12-10T20:32:04.407751] [INFO ] [sig       ] [2638/3612] Completed PSQH in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.7m
[2025-12-10T20:32:04.407790] [INFO ] [sig       ] [2639/3612] Forecasting PSTG...
[2025-12-10T20:32:04.407819] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-10T20:32:04.407847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-10T20:32:04.420712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-10T20:32:04.421096] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-10T20:32:04.421892] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-10T20:32:04.421943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:04.421973] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:04.422000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:04.422055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:04.480377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:04.481267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:04.481350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:04.481401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:04.605706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:04.605859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:04.605897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:04.605926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:04.609261] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-10T20:32:04.609539] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-10T20:32:04.609681] [INFO ] [sig       ] PSTG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:04.764272] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PSTG.txt
[2025-12-10T20:32:04.764641] [INFO ] [sig       ] [2639/3612] Completed PSTG in 0.4s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:04.764682] [INFO ] [sig       ] [2640/3612] Forecasting PSTL...
[2025-12-10T20:32:04.764713] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-10T20:32:04.764742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-10T20:32:04.777438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-10T20:32:04.777888] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-10T20:32:04.778726] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-10T20:32:04.778778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:04.778808] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:04.778833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:04.778887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:04.840296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:04.841177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:04.841262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:04.841295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:04.965165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:04.965328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:04.965372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:04.965399] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:04.968804] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-10T20:32:04.969082] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-10T20:32:04.969204] [INFO ] [sig       ] PSTL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:05.117494] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PSTL.txt
[2025-12-10T20:32:05.117638] [INFO ] [sig       ] [2640/3612] Completed PSTL in 0.4s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:05.117680] [INFO ] [sig       ] [2641/3612] Forecasting PSX...
[2025-12-10T20:32:05.117709] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-10T20:32:05.117761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-10T20:32:05.128931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-10T20:32:05.129226] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-10T20:32:05.130009] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-10T20:32:05.130062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:05.130095] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:05.130122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:05.130188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:05.188122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:05.188948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:05.189027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:05.189059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:05.315521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:05.315693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:05.315732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:05.315759] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:05.319261] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-10T20:32:05.319683] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-10T20:32:05.319827] [INFO ] [sig       ] PSX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:05.467550] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PSX.txt
[2025-12-10T20:32:05.467737] [INFO ] [sig       ] [2641/3612] Completed PSX in 0.4s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:05.467779] [INFO ] [sig       ] [2642/3612] Forecasting PTA...
[2025-12-10T20:32:05.467811] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-10T20:32:05.467841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-10T20:32:05.479537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-10T20:32:05.479830] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-10T20:32:05.480599] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-10T20:32:05.480649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:05.480679] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:05.480704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:05.480758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:05.540386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:05.541182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:05.541260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:05.541290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:05.663321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:05.663436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:05.663482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:05.663510] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:05.666898] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-12-10T20:32:05.667167] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-10T20:32:05.667287] [INFO ] [sig       ] PTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:05.805745] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PTA.txt
[2025-12-10T20:32:05.805893] [INFO ] [sig       ] [2642/3612] Completed PTA in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:05.805931] [INFO ] [sig       ] [2643/3612] Forecasting PTC...
[2025-12-10T20:32:05.805960] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-10T20:32:05.805989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-10T20:32:05.817444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-10T20:32:05.817845] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-10T20:32:05.818644] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-10T20:32:05.818705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:05.818735] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:05.818760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:05.818814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:05.875121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:05.875987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:05.876065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:05.876096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:06.001230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:06.001373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:06.001410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:06.001436] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:06.004720] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-12-10T20:32:06.004986] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-10T20:32:06.005104] [INFO ] [sig       ] PTC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:06.142734] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PTC.txt
[2025-12-10T20:32:06.142839] [INFO ] [sig       ] [2643/3612] Completed PTC in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:06.142876] [INFO ] [sig       ] [2644/3612] Forecasting PTEN...
[2025-12-10T20:32:06.142903] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-10T20:32:06.142931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-10T20:32:06.155159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-10T20:32:06.155444] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-10T20:32:06.156233] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-10T20:32:06.156284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:06.156320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:06.156348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:06.156404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:06.214156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:06.214778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:06.214878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:06.214910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:06.331497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:06.331616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:06.331651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:06.331679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:06.334766] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-10T20:32:06.335030] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-10T20:32:06.335147] [INFO ] [sig       ] PTEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:06.479171] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PTEN.txt
[2025-12-10T20:32:06.479290] [INFO ] [sig       ] [2644/3612] Completed PTEN in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:06.479333] [INFO ] [sig       ] [2645/3612] Forecasting PTF...
[2025-12-10T20:32:06.479361] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-10T20:32:06.479395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-10T20:32:06.490129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-10T20:32:06.490402] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-10T20:32:06.491161] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-10T20:32:06.491211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:06.491243] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:06.491269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:06.491333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:06.551477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:06.552102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:06.552190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:06.552222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:06.674341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:06.674523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:06.674563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:06.674608] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:06.677983] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-12-10T20:32:06.678245] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-10T20:32:06.678366] [INFO ] [sig       ] PTF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:06.818355] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PTF.txt
[2025-12-10T20:32:06.818485] [INFO ] [sig       ] [2645/3612] Completed PTF in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:06.818524] [INFO ] [sig       ] [2646/3612] Forecasting PTGX...
[2025-12-10T20:32:06.818761] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-10T20:32:06.818792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-10T20:32:06.829694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-10T20:32:06.830009] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-10T20:32:06.830850] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-10T20:32:06.830902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:06.830933] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:06.830959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:06.831015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:06.889612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:06.890491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:06.890595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:06.890629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:07.006291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:07.006440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:07.006478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:07.006505] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:07.009872] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-10T20:32:07.010142] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-10T20:32:07.010262] [INFO ] [sig       ] PTGX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:07.152192] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PTGX.txt
[2025-12-10T20:32:07.152348] [INFO ] [sig       ] [2646/3612] Completed PTGX in 0.3s | 2.87 sym/s | Total: 15.3m | ETA: 5.6m
[2025-12-10T20:32:07.152388] [INFO ] [sig       ] [2647/3612] Forecasting PTH...
[2025-12-10T20:32:07.152418] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-10T20:32:07.152448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-10T20:32:07.164632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-10T20:32:07.165022] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-10T20:32:07.165813] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-10T20:32:07.165863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:07.165894] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:07.165920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:07.165974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:07.227394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:07.228372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:07.228461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:07.228495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:07.348203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:07.348362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:07.348404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:07.348433] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:07.352128] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-10T20:32:07.352506] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-10T20:32:07.352680] [INFO ] [sig       ] PTH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:07.502358] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PTH.txt
[2025-12-10T20:32:07.502546] [INFO ] [sig       ] [2647/3612] Completed PTH in 0.4s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:07.502606] [INFO ] [sig       ] [2648/3612] Forecasting PTIX...
[2025-12-10T20:32:07.502637] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-10T20:32:07.502666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-10T20:32:07.513989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-10T20:32:07.514379] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-10T20:32:07.515195] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-10T20:32:07.515247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:07.515278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:07.515304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:07.515359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:07.571767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:07.572664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:07.572762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:07.572795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:07.693049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:07.693200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:07.693238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:07.693265] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:07.696606] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-12-10T20:32:07.696890] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-10T20:32:07.697010] [INFO ] [sig       ] PTIX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:07.835064] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PTIX.txt
[2025-12-10T20:32:07.835193] [INFO ] [sig       ] [2648/3612] Completed PTIX in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:07.835231] [INFO ] [sig       ] [2649/3612] Forecasting PTLO...
[2025-12-10T20:32:07.835259] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-10T20:32:07.835288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-10T20:32:07.846443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-10T20:32:07.846762] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-10T20:32:07.847505] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-10T20:32:07.847555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:07.847607] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:07.847634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:07.847689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:07.903975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:07.904734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:07.904814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:07.904847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:08.021099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:08.021251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:08.021289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:08.021317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:08.024636] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-10T20:32:08.024907] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-10T20:32:08.025026] [INFO ] [sig       ] PTLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:08.168750] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PTLO.txt
[2025-12-10T20:32:08.168908] [INFO ] [sig       ] [2649/3612] Completed PTLO in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:08.168947] [INFO ] [sig       ] [2650/3612] Forecasting PTNQ...
[2025-12-10T20:32:08.168977] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-10T20:32:08.169006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-10T20:32:08.180782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-10T20:32:08.181102] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-10T20:32:08.182113] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-10T20:32:08.182164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:08.182198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:08.182225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:08.182281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:08.239964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:08.240918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:08.240999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:08.241031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:08.360927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:08.361111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:08.361150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:08.361178] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:08.364858] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-10T20:32:08.365124] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-10T20:32:08.365251] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:08.509144] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PTNQ.txt
[2025-12-10T20:32:08.509347] [INFO ] [sig       ] [2650/3612] Completed PTNQ in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:08.509398] [INFO ] [sig       ] [2651/3612] Forecasting PTON...
[2025-12-10T20:32:08.509435] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-10T20:32:08.509473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-10T20:32:08.522315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-10T20:32:08.522671] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-10T20:32:08.523438] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-10T20:32:08.523490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:08.523547] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:08.523595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:08.523656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:08.582110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:08.582815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:08.582893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:08.582927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:08.704891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:08.705039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:08.705078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:08.705106] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:08.708471] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-10T20:32:08.708756] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-10T20:32:08.708876] [INFO ] [sig       ] PTON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:08.851256] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PTON.txt
[2025-12-10T20:32:08.851435] [INFO ] [sig       ] [2651/3612] Completed PTON in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:08.851483] [INFO ] [sig       ] [2652/3612] Forecasting PTY...
[2025-12-10T20:32:08.851518] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-10T20:32:08.851554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-10T20:32:08.863630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-10T20:32:08.863918] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-10T20:32:08.864728] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-10T20:32:08.864779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:08.864810] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:08.864836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:08.864890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:08.921904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:08.922679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:08.922758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:08.922791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:09.041517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:09.041715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:09.041757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:09.041785] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:09.045099] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-10T20:32:09.045390] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-10T20:32:09.045514] [INFO ] [sig       ] PTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:09.185469] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PTY.txt
[2025-12-10T20:32:09.185614] [INFO ] [sig       ] [2652/3612] Completed PTY in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:09.185654] [INFO ] [sig       ] [2653/3612] Forecasting PUBM...
[2025-12-10T20:32:09.185684] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-10T20:32:09.185712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-10T20:32:09.197358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-10T20:32:09.197650] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-10T20:32:09.198421] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-10T20:32:09.198471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:09.198502] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:09.198527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:09.198597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:09.254748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:09.255364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:09.255438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:09.255470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:09.373845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:09.373995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:09.374032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:09.374058] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:09.377374] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-10T20:32:09.377670] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-10T20:32:09.377818] [INFO ] [sig       ] PUBM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:09.519950] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PUBM.txt
[2025-12-10T20:32:09.520107] [INFO ] [sig       ] [2653/3612] Completed PUBM in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:09.520146] [INFO ] [sig       ] [2654/3612] Forecasting PUK...
[2025-12-10T20:32:09.520174] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-10T20:32:09.520203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-10T20:32:09.531881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-10T20:32:09.532244] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-10T20:32:09.533016] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-10T20:32:09.533065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:09.533109] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:09.533136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:09.533199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:09.593328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:09.594345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:09.594430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:09.594461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:09.712459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:09.712618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:09.712659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:09.712720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:09.716100] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-10T20:32:09.716372] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-10T20:32:09.716494] [INFO ] [sig       ] PUK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:09.855127] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PUK.txt
[2025-12-10T20:32:09.855282] [INFO ] [sig       ] [2654/3612] Completed PUK in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:09.855321] [INFO ] [sig       ] [2655/3612] Forecasting PUMP...
[2025-12-10T20:32:09.855350] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-10T20:32:09.855379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-10T20:32:09.866726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-10T20:32:09.867070] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-10T20:32:09.867855] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-10T20:32:09.867905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:09.867935] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:09.867961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:09.868015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:09.925307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:09.926228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:09.926316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:09.926349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:10.052889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:10.053028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:10.053066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:10.053095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:10.056495] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=54.11%)
[2025-12-10T20:32:10.056796] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-10T20:32:10.056921] [INFO ] [sig       ] PUMP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:10.198105] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PUMP.txt
[2025-12-10T20:32:10.198263] [INFO ] [sig       ] [2655/3612] Completed PUMP in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.6m
[2025-12-10T20:32:10.198301] [INFO ] [sig       ] [2656/3612] Forecasting PVH...
[2025-12-10T20:32:10.198331] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-10T20:32:10.198359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-10T20:32:10.209682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-10T20:32:10.210043] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-10T20:32:10.210893] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-10T20:32:10.210944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:10.210975] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:10.211003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:10.211059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:10.267978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:10.268858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:10.268936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:10.268967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:10.395960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:10.396087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:10.396123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:10.396149] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:10.399559] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-10T20:32:10.399849] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-10T20:32:10.399967] [INFO ] [sig       ] PVH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:10.542368] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PVH.txt
[2025-12-10T20:32:10.542483] [INFO ] [sig       ] [2656/3612] Completed PVH in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:10.542531] [INFO ] [sig       ] [2657/3612] Forecasting PVL...
[2025-12-10T20:32:10.542560] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-10T20:32:10.542606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-10T20:32:10.553338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-10T20:32:10.553631] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-10T20:32:10.554366] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-10T20:32:10.554420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:10.554451] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:10.554477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:10.554531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:10.610474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:10.611075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:10.611149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:10.611180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:10.725194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:10.725314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:10.725349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:10.725376] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:10.728961] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-10T20:32:10.729222] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-10T20:32:10.729337] [INFO ] [sig       ] PVL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:10.871045] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PVL.txt
[2025-12-10T20:32:10.871157] [INFO ] [sig       ] [2657/3612] Completed PVL in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:10.871200] [INFO ] [sig       ] [2658/3612] Forecasting PWP...
[2025-12-10T20:32:10.871227] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-10T20:32:10.871254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-10T20:32:10.882591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-10T20:32:10.882869] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-10T20:32:10.883638] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-10T20:32:10.883687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:10.883718] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:10.883744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:10.883799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:10.940856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:10.941440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:10.941524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:10.941554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:11.062018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:11.062174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:11.062217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:11.062245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:11.066121] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-10T20:32:11.066394] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-10T20:32:11.066512] [INFO ] [sig       ] PWP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:11.208555] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PWP.txt
[2025-12-10T20:32:11.208690] [INFO ] [sig       ] [2658/3612] Completed PWP in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:11.208727] [INFO ] [sig       ] [2659/3612] Forecasting PX...
[2025-12-10T20:32:11.208756] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-10T20:32:11.208784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-10T20:32:11.219809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-10T20:32:11.220077] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-10T20:32:11.221031] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-10T20:32:11.221080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:11.221110] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:11.221136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:11.221190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:11.277569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:11.278283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:11.278360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:11.278390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:11.400750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:11.400863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:11.400899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:11.400926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:11.404084] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-10T20:32:11.404346] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-10T20:32:11.404480] [INFO ] [sig       ] PX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:11.542002] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PX.txt
[2025-12-10T20:32:11.542112] [INFO ] [sig       ] [2659/3612] Completed PX in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:11.542149] [INFO ] [sig       ] [2660/3612] Forecasting PXS...
[2025-12-10T20:32:11.542176] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-10T20:32:11.542205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-10T20:32:11.552911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-10T20:32:11.553219] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-10T20:32:11.553976] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-10T20:32:11.554026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:11.554057] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:11.554083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:11.554137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:11.610546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:11.611178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:11.611253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:11.611283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:11.717778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:11.717915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:11.717957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:11.717985] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:11.721387] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=87.53%)
[2025-12-10T20:32:11.721669] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-10T20:32:11.721794] [INFO ] [sig       ] PXS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:11.860724] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/PXS.txt
[2025-12-10T20:32:11.860838] [INFO ] [sig       ] [2660/3612] Completed PXS in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:11.860876] [INFO ] [sig       ] [2661/3612] Forecasting PY...
[2025-12-10T20:32:11.860904] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-10T20:32:11.860932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-10T20:32:11.871954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-10T20:32:11.872276] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-10T20:32:11.873237] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-10T20:32:11.873288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:11.873320] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:11.873347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:11.873404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:11.929514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:11.930130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:11.930205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:11.930263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:12.030135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:12.030264] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:32:12.030299] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:12.030343] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:12.034059] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-12-10T20:32:12.034325] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-10T20:32:12.034446] [INFO ] [sig       ] PY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:12.173242] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PY.txt
[2025-12-10T20:32:12.173357] [INFO ] [sig       ] [2661/3612] Completed PY in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:12.173393] [INFO ] [sig       ] [2662/3612] Forecasting PYPL...
[2025-12-10T20:32:12.173423] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-10T20:32:12.173455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-10T20:32:12.185812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-10T20:32:12.186081] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-10T20:32:12.187026] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-10T20:32:12.187077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:12.187108] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:12.187133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:12.187188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:12.244276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:12.244906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:12.244979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:12.245010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:12.362297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:12.362413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:12.362449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:12.362476] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:12.365862] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-10T20:32:12.366123] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-10T20:32:12.366241] [INFO ] [sig       ] PYPL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:12.506323] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PYPL.txt
[2025-12-10T20:32:12.506435] [INFO ] [sig       ] [2662/3612] Completed PYPL in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:12.506473] [INFO ] [sig       ] [2663/3612] Forecasting PYXS...
[2025-12-10T20:32:12.506500] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-10T20:32:12.506528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-10T20:32:12.517919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-10T20:32:12.518203] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-10T20:32:12.519131] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-10T20:32:12.519180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:12.519211] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:12.519236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:12.519290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:12.577159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:12.577813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:12.577887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:12.577933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:12.696839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:12.696968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:12.697004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:12.697032] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:12.700258] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-10T20:32:12.700526] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-10T20:32:12.700723] [INFO ] [sig       ] PYXS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:12.845986] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PYXS.txt
[2025-12-10T20:32:12.846127] [INFO ] [sig       ] [2663/3612] Completed PYXS in 0.3s | 2.87 sym/s | Total: 15.4m | ETA: 5.5m
[2025-12-10T20:32:12.846172] [INFO ] [sig       ] [2664/3612] Forecasting PZZA...
[2025-12-10T20:32:12.846201] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-10T20:32:12.846229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-10T20:32:12.858547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-10T20:32:12.858835] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-10T20:32:12.859565] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-10T20:32:12.859820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:12.859850] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:12.859877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:12.859932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:12.918846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:12.919464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:12.919539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:12.919587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:13.038759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:13.038885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:13.038921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:13.038948] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:13.042506] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-10T20:32:13.043081] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-10T20:32:13.043204] [INFO ] [sig       ] PZZA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:13.185690] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/PZZA.txt
[2025-12-10T20:32:13.185830] [INFO ] [sig       ] [2664/3612] Completed PZZA in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:13.185868] [INFO ] [sig       ] [2665/3612] Forecasting QBTS...
[2025-12-10T20:32:13.185896] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-10T20:32:13.185924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-10T20:32:13.197192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-10T20:32:13.197474] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-10T20:32:13.198261] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-10T20:32:13.198311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:13.198342] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:13.198378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:13.198434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:13.269592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:13.270432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:13.270515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:13.270546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:13.394255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:13.394397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:13.394435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:13.394463] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:13.397739] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-10T20:32:13.398008] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-10T20:32:13.398127] [INFO ] [sig       ] QBTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:13.539478] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QBTS.txt
[2025-12-10T20:32:13.539628] [INFO ] [sig       ] [2665/3612] Completed QBTS in 0.4s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:13.539668] [INFO ] [sig       ] [2666/3612] Forecasting QCLN...
[2025-12-10T20:32:13.539696] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-10T20:32:13.539724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-10T20:32:13.551227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-10T20:32:13.551560] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-10T20:32:13.552385] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-10T20:32:13.552436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:13.552467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:13.552493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:13.552547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:13.608959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:13.609703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:13.609782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:13.609813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:13.730459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:13.730640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:13.730680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:13.730707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:13.734010] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-10T20:32:13.734271] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-10T20:32:13.734387] [INFO ] [sig       ] QCLN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:13.873385] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QCLN.txt
[2025-12-10T20:32:13.873490] [INFO ] [sig       ] [2666/3612] Completed QCLN in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:13.873530] [INFO ] [sig       ] [2667/3612] Forecasting QCOM...
[2025-12-10T20:32:13.873559] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-10T20:32:13.873605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-10T20:32:13.884868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-10T20:32:13.885145] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-10T20:32:13.885911] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-10T20:32:13.885961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:13.885992] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:13.886019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:13.886073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:13.941534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:13.942121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:13.942193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:13.942224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:14.059895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:14.059993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:14.060027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:14.060054] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:14.063095] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-10T20:32:14.063351] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-10T20:32:14.063467] [INFO ] [sig       ] QCOM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:14.200627] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QCOM.txt
[2025-12-10T20:32:14.200730] [INFO ] [sig       ] [2667/3612] Completed QCOM in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:14.200767] [INFO ] [sig       ] [2668/3612] Forecasting QCRH...
[2025-12-10T20:32:14.200795] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-10T20:32:14.200823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-10T20:32:14.211642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-10T20:32:14.211911] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-10T20:32:14.212693] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-10T20:32:14.212742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:14.212798] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:14.212825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:14.212880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:14.268148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:14.268747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:14.268819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:14.268850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:14.384245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:14.384350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:14.384386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:14.384414] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:14.387530] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-10T20:32:14.387844] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-10T20:32:14.387966] [INFO ] [sig       ] QCRH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:14.524538] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QCRH.txt
[2025-12-10T20:32:14.524663] [INFO ] [sig       ] [2668/3612] Completed QCRH in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:14.524701] [INFO ] [sig       ] [2669/3612] Forecasting QD...
[2025-12-10T20:32:14.524729] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-10T20:32:14.524764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-10T20:32:14.535507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-10T20:32:14.535787] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-10T20:32:14.536516] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-10T20:32:14.536565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:14.536623] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:14.536650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:14.536705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:14.592138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:14.592728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:14.592801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:14.592832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:14.706878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:14.706973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:14.707011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:14.707039] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:14.710310] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2025-12-10T20:32:14.710591] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-10T20:32:14.710710] [INFO ] [sig       ] QD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:14.851846] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QD.txt
[2025-12-10T20:32:14.851959] [INFO ] [sig       ] [2669/3612] Completed QD in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:14.851996] [INFO ] [sig       ] [2670/3612] Forecasting QDEL...
[2025-12-10T20:32:14.852023] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-10T20:32:14.852052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-10T20:32:14.863083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-10T20:32:14.863357] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-10T20:32:14.864128] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-10T20:32:14.864178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:14.864209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:14.864235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:14.864289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:14.919556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:14.920149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:14.920223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:14.920254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:15.034405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:15.034495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:15.034529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:15.034555] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:15.037556] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2025-12-10T20:32:15.037839] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-10T20:32:15.037954] [INFO ] [sig       ] QDEL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:15.175367] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QDEL.txt
[2025-12-10T20:32:15.175479] [INFO ] [sig       ] [2670/3612] Completed QDEL in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:15.175516] [INFO ] [sig       ] [2671/3612] Forecasting QFIN...
[2025-12-10T20:32:15.175544] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-10T20:32:15.175589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-10T20:32:15.186879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-10T20:32:15.187178] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-10T20:32:15.187986] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-10T20:32:15.188035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:15.188065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:15.188091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:15.188145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:15.244051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:15.244664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:15.244739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:15.244770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:15.364102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:15.364192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:15.364226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:15.364282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:15.368629] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-10T20:32:15.368900] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-10T20:32:15.369022] [INFO ] [sig       ] QFIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:15.510387] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QFIN.txt
[2025-12-10T20:32:15.510516] [INFO ] [sig       ] [2671/3612] Completed QFIN in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:15.510555] [INFO ] [sig       ] [2672/3612] Forecasting QGEN...
[2025-12-10T20:32:15.510601] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-10T20:32:15.510631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-10T20:32:15.522073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-10T20:32:15.522348] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-10T20:32:15.523120] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-10T20:32:15.523170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:15.523201] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:15.523226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:15.523279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:15.578752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:15.579343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:15.579419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:15.579451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:15.700565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:15.700736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:15.700776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:15.700803] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:15.704113] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2025-12-10T20:32:15.704380] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-10T20:32:15.704501] [INFO ] [sig       ] QGEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:15.847347] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QGEN.txt
[2025-12-10T20:32:15.847500] [INFO ] [sig       ] [2672/3612] Completed QGEN in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.5m
[2025-12-10T20:32:15.847539] [INFO ] [sig       ] [2673/3612] Forecasting QLYS...
[2025-12-10T20:32:15.847567] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-10T20:32:15.847618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-10T20:32:15.859242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-10T20:32:15.859652] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-10T20:32:15.860461] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-10T20:32:15.860516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:15.860553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:15.860606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:15.860671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:15.917498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:15.918409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:15.918494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:15.918526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:16.036376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:16.036530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:16.036567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:16.036617] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:16.039925] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-10T20:32:16.040206] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-10T20:32:16.040329] [INFO ] [sig       ] QLYS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:16.182042] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QLYS.txt
[2025-12-10T20:32:16.182193] [INFO ] [sig       ] [2673/3612] Completed QLYS in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:16.182234] [INFO ] [sig       ] [2674/3612] Forecasting QMCO...
[2025-12-10T20:32:16.182263] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-10T20:32:16.182292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-10T20:32:16.194024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-10T20:32:16.194418] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-10T20:32:16.195221] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-10T20:32:16.195273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:16.195305] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:16.195330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:16.195387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:16.253546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:16.254381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:16.254461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:16.254493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:16.375001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:16.375152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:16.375190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:16.375217] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:16.378521] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-10T20:32:16.378859] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-10T20:32:16.378992] [INFO ] [sig       ] QMCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:16.520772] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QMCO.txt
[2025-12-10T20:32:16.520926] [INFO ] [sig       ] [2674/3612] Completed QMCO in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:16.520965] [INFO ] [sig       ] [2675/3612] Forecasting QMOM...
[2025-12-10T20:32:16.520994] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-10T20:32:16.521023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-10T20:32:16.532692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-10T20:32:16.532987] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-10T20:32:16.533753] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-10T20:32:16.533802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:16.533832] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:16.533858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:16.533913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:16.589815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:16.590380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:16.590454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:16.590484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:16.704227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:16.704326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:16.704359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:16.704386] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:16.707459] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2025-12-10T20:32:16.707751] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-10T20:32:16.707869] [INFO ] [sig       ] QMOM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:16.845709] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QMOM.txt
[2025-12-10T20:32:16.845808] [INFO ] [sig       ] [2675/3612] Completed QMOM in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:16.845846] [INFO ] [sig       ] [2676/3612] Forecasting QNCX...
[2025-12-10T20:32:16.845873] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-10T20:32:16.845900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-10T20:32:16.857396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-10T20:32:16.857683] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-10T20:32:16.861721] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-10T20:32:16.861779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:16.861810] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:16.861836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:16.861902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:16.918839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:16.919422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:16.919502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:16.919533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:17.037661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:17.037917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:17.037952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:17.037980] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:17.040946] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-10T20:32:17.041198] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-10T20:32:17.041313] [INFO ] [sig       ] QNCX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:17.181720] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QNCX.txt
[2025-12-10T20:32:17.181838] [INFO ] [sig       ] [2676/3612] Completed QNCX in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:17.181875] [INFO ] [sig       ] [2677/3612] Forecasting QNTM...
[2025-12-10T20:32:17.181903] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-10T20:32:17.181930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-10T20:32:17.193376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-10T20:32:17.193655] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-10T20:32:17.194394] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-10T20:32:17.194444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:17.194474] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:17.194500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:17.194555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:17.253007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:17.253624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:17.253702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:17.253732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:17.375342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:17.375450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:17.375483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:17.375510] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:17.379014] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-10T20:32:17.379272] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-10T20:32:17.379390] [INFO ] [sig       ] QNTM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:17.520621] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QNTM.txt
[2025-12-10T20:32:17.520733] [INFO ] [sig       ] [2677/3612] Completed QNTM in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:17.520770] [INFO ] [sig       ] [2678/3612] Forecasting QQMG...
[2025-12-10T20:32:17.520987] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-10T20:32:17.521015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-10T20:32:17.532925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-10T20:32:17.533179] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-10T20:32:17.533963] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-10T20:32:17.534022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:17.534053] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:17.534080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:17.534135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:17.594594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:17.595233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:17.595331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:17.595363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:17.705921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:17.706017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:17.706053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:17.706080] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:17.709706] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-10T20:32:17.709970] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-10T20:32:17.710086] [INFO ] [sig       ] QQMG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:17.850422] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QQMG.txt
[2025-12-10T20:32:17.850532] [INFO ] [sig       ] [2678/3612] Completed QQMG in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:17.850585] [INFO ] [sig       ] [2679/3612] Forecasting QQQ...
[2025-12-10T20:32:17.850616] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-10T20:32:17.850645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-10T20:32:17.862549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-10T20:32:17.862908] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-10T20:32:17.863683] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-10T20:32:17.863918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:17.863949] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:17.863974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:17.864028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:17.922406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:17.923135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:17.923215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:17.923248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:18.046255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:18.046418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:18.046456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:18.046483] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:18.049929] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-10T20:32:18.050226] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-10T20:32:18.050354] [INFO ] [sig       ] QQQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:18.194465] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QQQ.txt
[2025-12-10T20:32:18.194632] [INFO ] [sig       ] [2679/3612] Completed QQQ in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:18.194674] [INFO ] [sig       ] [2680/3612] Forecasting QQQE...
[2025-12-10T20:32:18.194702] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-10T20:32:18.194731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-10T20:32:18.206289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-10T20:32:18.206615] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-10T20:32:18.207366] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-10T20:32:18.207416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:18.207446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:18.207472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:18.207531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:18.262370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:18.263228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:18.263313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:18.263345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:18.381176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:18.381322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:18.381361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:18.381388] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:18.384894] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-10T20:32:18.385168] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-10T20:32:18.385288] [INFO ] [sig       ] QQQE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:18.528873] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QQQE.txt
[2025-12-10T20:32:18.529020] [INFO ] [sig       ] [2680/3612] Completed QQQE in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:18.529059] [INFO ] [sig       ] [2681/3612] Forecasting QQQI...
[2025-12-10T20:32:18.529086] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-10T20:32:18.529115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-10T20:32:18.541009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-10T20:32:18.541394] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-10T20:32:18.542188] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-10T20:32:18.542240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:18.542272] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:18.542298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:18.542354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:18.598264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:18.599123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:18.599205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:18.599237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:18.713092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:18.713252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:18.713293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:18.713322] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:18.716848] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-10T20:32:18.717117] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-10T20:32:18.717238] [INFO ] [sig       ] QQQI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:18.859331] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QQQI.txt
[2025-12-10T20:32:18.859545] [INFO ] [sig       ] [2681/3612] Completed QQQI in 0.3s | 2.87 sym/s | Total: 15.5m | ETA: 5.4m
[2025-12-10T20:32:18.859614] [INFO ] [sig       ] [2682/3612] Forecasting QQQJ...
[2025-12-10T20:32:18.859655] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-10T20:32:18.859692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-10T20:32:18.871176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-10T20:32:18.871501] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-10T20:32:18.872323] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-10T20:32:18.872375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:18.872407] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:18.872435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:18.872500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:18.930845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:18.931731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:18.931818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:18.931850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:19.053684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:19.053851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:19.053892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:19.053920] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:19.057679] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-10T20:32:19.058065] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-10T20:32:19.058209] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:19.203654] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QQQJ.txt
[2025-12-10T20:32:19.203817] [INFO ] [sig       ] [2682/3612] Completed QQQJ in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:19.203856] [INFO ] [sig       ] [2683/3612] Forecasting QQQM...
[2025-12-10T20:32:19.203885] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-10T20:32:19.203913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-10T20:32:19.215778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-10T20:32:19.216171] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-10T20:32:19.216968] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-10T20:32:19.217019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:19.217050] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:19.217075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:19.217129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:19.274863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:19.275718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:19.275805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:19.275837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:19.404000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:19.404155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:19.404193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:19.404220] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:19.407625] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-10T20:32:19.407943] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-10T20:32:19.408071] [INFO ] [sig       ] QQQM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:19.556669] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QQQM.txt
[2025-12-10T20:32:19.556827] [INFO ] [sig       ] [2683/3612] Completed QQQM in 0.4s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:19.556866] [INFO ] [sig       ] [2684/3612] Forecasting QQQX...
[2025-12-10T20:32:19.556897] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-10T20:32:19.557122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-10T20:32:19.569283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-10T20:32:19.569659] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-10T20:32:19.570407] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-10T20:32:19.570458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:19.570490] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:19.570516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:19.570595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:19.630411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:19.631283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:19.631363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:19.631395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:19.748833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:19.748984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:19.749022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:19.749051] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:19.752365] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-10T20:32:19.752653] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-10T20:32:19.752772] [INFO ] [sig       ] QQQX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:19.895349] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QQQX.txt
[2025-12-10T20:32:19.895500] [INFO ] [sig       ] [2684/3612] Completed QQQX in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:19.895539] [INFO ] [sig       ] [2685/3612] Forecasting QQQY...
[2025-12-10T20:32:19.895597] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-10T20:32:19.895636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-10T20:32:19.908001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-10T20:32:19.908362] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-10T20:32:19.909363] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-10T20:32:19.909413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:19.909471] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:19.909498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:19.909552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:19.969031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:19.969787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:19.969865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:19.969897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:20.087231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:20.087411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:20.087450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:20.087477] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:20.091071] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-10T20:32:20.091345] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-10T20:32:20.091467] [INFO ] [sig       ] QQQY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:20.231469] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QQQY.txt
[2025-12-10T20:32:20.231667] [INFO ] [sig       ] [2685/3612] Completed QQQY in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:20.231729] [INFO ] [sig       ] [2686/3612] Forecasting QRHC...
[2025-12-10T20:32:20.231759] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-10T20:32:20.231788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-10T20:32:20.243471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-10T20:32:20.243903] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-10T20:32:20.244693] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-10T20:32:20.244744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:20.244774] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:20.244800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:20.244854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:20.301930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:20.302770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:20.302848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:20.302880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:20.418190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:20.418345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:20.418389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:20.418419] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:20.421954] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-12-10T20:32:20.422262] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-10T20:32:20.422393] [INFO ] [sig       ] QRHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:20.561565] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QRHC.txt
[2025-12-10T20:32:20.561733] [INFO ] [sig       ] [2686/3612] Completed QRHC in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:20.561771] [INFO ] [sig       ] [2687/3612] Forecasting QRVO...
[2025-12-10T20:32:20.561799] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-10T20:32:20.561830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-10T20:32:20.573382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-10T20:32:20.573826] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-10T20:32:20.574706] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-10T20:32:20.574761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:20.574794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:20.574819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:20.574874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:20.632852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:20.633842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:20.633932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:20.633964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:20.750117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:20.750283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:20.750321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:20.750348] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:20.753747] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-10T20:32:20.754033] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-10T20:32:20.754165] [INFO ] [sig       ] QRVO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:20.895428] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QRVO.txt
[2025-12-10T20:32:20.895566] [INFO ] [sig       ] [2687/3612] Completed QRVO in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:20.895626] [INFO ] [sig       ] [2688/3612] Forecasting QS...
[2025-12-10T20:32:20.895654] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-10T20:32:20.895683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-10T20:32:20.907851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-10T20:32:20.908340] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-10T20:32:20.909297] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-10T20:32:20.909346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:20.909375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:20.909401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:20.909455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:20.966804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:20.967679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:20.967780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:20.967811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:21.089308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:21.089474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:21.089513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:21.089593] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:21.092968] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-10T20:32:21.093298] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-10T20:32:21.093435] [INFO ] [sig       ] QS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:21.233543] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QS.txt
[2025-12-10T20:32:21.233718] [INFO ] [sig       ] [2688/3612] Completed QS in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:21.233759] [INFO ] [sig       ] [2689/3612] Forecasting QSI...
[2025-12-10T20:32:21.233787] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-10T20:32:21.233817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-10T20:32:21.245756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-10T20:32:21.246118] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-10T20:32:21.246883] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-10T20:32:21.246933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:21.246976] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:21.247002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:21.247057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:21.304473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:21.305291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:21.305371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:21.305403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:21.422624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:21.422777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:21.422815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:21.422843] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:21.426236] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-10T20:32:21.426548] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-10T20:32:21.426695] [INFO ] [sig       ] QSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:21.565965] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QSI.txt
[2025-12-10T20:32:21.566113] [INFO ] [sig       ] [2689/3612] Completed QSI in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.4m
[2025-12-10T20:32:21.566151] [INFO ] [sig       ] [2690/3612] Forecasting QTEC...
[2025-12-10T20:32:21.566181] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-10T20:32:21.566211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-10T20:32:21.577699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-10T20:32:21.578032] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-10T20:32:21.578795] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-10T20:32:21.578845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:21.578875] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:21.578900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:21.578955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:21.634624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:21.635267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:21.635341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:21.635373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:21.753716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:21.753873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:21.753910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:21.753939] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:21.757263] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-10T20:32:21.757535] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-10T20:32:21.757677] [INFO ] [sig       ] QTEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:21.898223] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QTEC.txt
[2025-12-10T20:32:21.898371] [INFO ] [sig       ] [2690/3612] Completed QTEC in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:21.898409] [INFO ] [sig       ] [2691/3612] Forecasting QTRX...
[2025-12-10T20:32:21.898437] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-10T20:32:21.898466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-10T20:32:21.909805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-10T20:32:21.910152] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-10T20:32:21.910934] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-10T20:32:21.910985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:21.911016] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:21.911042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:21.911096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:21.968289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:21.969180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:21.969275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:21.969307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:22.095052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:22.095205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:22.095244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:22.095273] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:22.098875] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=59.63%)
[2025-12-10T20:32:22.099240] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-10T20:32:22.099388] [INFO ] [sig       ] QTRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:22.240477] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QTRX.txt
[2025-12-10T20:32:22.240625] [INFO ] [sig       ] [2691/3612] Completed QTRX in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:22.240667] [INFO ] [sig       ] [2692/3612] Forecasting QTTB...
[2025-12-10T20:32:22.240696] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-10T20:32:22.240725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-10T20:32:22.252065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-10T20:32:22.252331] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-10T20:32:22.253097] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-10T20:32:22.253147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:22.253178] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:22.253204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:22.253260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:22.314081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:22.315082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:22.315167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:22.315200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:22.440669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:22.440822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:22.440860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:22.440886] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:22.444254] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-10T20:32:22.444532] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-10T20:32:22.444674] [INFO ] [sig       ] QTTB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:22.590795] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QTTB.txt
[2025-12-10T20:32:22.590928] [INFO ] [sig       ] [2692/3612] Completed QTTB in 0.4s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:22.590974] [INFO ] [sig       ] [2693/3612] Forecasting QTUM...
[2025-12-10T20:32:22.591004] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-10T20:32:22.591032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-10T20:32:22.603128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-10T20:32:22.603446] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-10T20:32:22.604250] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-10T20:32:22.604302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:22.604335] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:22.604360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:22.604415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:22.663890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:22.664672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:22.664751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:22.664784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:22.789198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:22.789357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:22.789398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:22.789426] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:22.793070] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-10T20:32:22.793346] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-10T20:32:22.793479] [INFO ] [sig       ] QTUM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:22.941951] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QTUM.txt
[2025-12-10T20:32:22.942091] [INFO ] [sig       ] [2693/3612] Completed QTUM in 0.4s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:22.942130] [INFO ] [sig       ] [2694/3612] Forecasting QTWO...
[2025-12-10T20:32:22.942161] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-10T20:32:22.942192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-10T20:32:22.954435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-10T20:32:22.954782] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-10T20:32:22.955545] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-10T20:32:22.955614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:22.955646] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:22.955673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:22.955728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:23.017956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:23.018892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:23.019001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:23.019044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:23.150464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:23.150636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:23.150675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:23.150703] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:23.154171] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-12-10T20:32:23.154498] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-10T20:32:23.154674] [INFO ] [sig       ] QTWO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:23.300989] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QTWO.txt
[2025-12-10T20:32:23.301133] [INFO ] [sig       ] [2694/3612] Completed QTWO in 0.4s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:23.301175] [INFO ] [sig       ] [2695/3612] Forecasting QUAD...
[2025-12-10T20:32:23.301204] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-10T20:32:23.301232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-10T20:32:23.313527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-10T20:32:23.313875] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-10T20:32:23.314825] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-10T20:32:23.315033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:23.315065] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:23.315091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:23.315147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:23.374049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:23.374806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:23.374912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:23.374946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:23.503524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:23.503677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:23.503722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:23.503754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:23.507025] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-12-10T20:32:23.507294] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-10T20:32:23.507416] [INFO ] [sig       ] QUAD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:23.647165] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QUAD.txt
[2025-12-10T20:32:23.647313] [INFO ] [sig       ] [2695/3612] Completed QUAD in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:23.647352] [INFO ] [sig       ] [2696/3612] Forecasting QUIK...
[2025-12-10T20:32:23.647389] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-10T20:32:23.647422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-10T20:32:23.659227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-10T20:32:23.659614] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-10T20:32:23.660396] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-10T20:32:23.660447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:23.660480] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:23.660507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:23.660564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:23.722120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:23.722977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:23.723060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:23.723094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:23.848551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:23.848715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:23.848773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:23.848802] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:23.852165] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-10T20:32:23.852436] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-10T20:32:23.852562] [INFO ] [sig       ] QUIK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:23.995952] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QUIK.txt
[2025-12-10T20:32:23.996086] [INFO ] [sig       ] [2696/3612] Completed QUIK in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:23.996125] [INFO ] [sig       ] [2697/3612] Forecasting QURE...
[2025-12-10T20:32:23.996153] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-10T20:32:23.996182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-10T20:32:24.009183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-10T20:32:24.009490] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-10T20:32:24.010260] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-10T20:32:24.010310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:24.010341] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:24.010367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:24.010421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:24.068075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:24.068835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:24.068918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:24.068950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:24.190277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:24.190425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:24.190463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:24.190491] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:24.193770] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-10T20:32:24.194034] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-10T20:32:24.194153] [INFO ] [sig       ] QURE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:24.336424] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QURE.txt
[2025-12-10T20:32:24.336559] [INFO ] [sig       ] [2697/3612] Completed QURE in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:24.336624] [INFO ] [sig       ] [2698/3612] Forecasting QVAL...
[2025-12-10T20:32:24.336653] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-10T20:32:24.336681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-10T20:32:24.349316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-10T20:32:24.349616] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-10T20:32:24.350528] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-10T20:32:24.350595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:24.350628] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:24.350653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:24.350707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:24.409723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:24.410615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:24.410696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:24.410729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:24.527454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:24.527613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:24.527652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:24.527682] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:24.530974] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-10T20:32:24.531238] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-10T20:32:24.531357] [INFO ] [sig       ] QVAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:24.669498] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QVAL.txt
[2025-12-10T20:32:24.669672] [INFO ] [sig       ] [2698/3612] Completed QVAL in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:24.669713] [INFO ] [sig       ] [2699/3612] Forecasting QVCC...
[2025-12-10T20:32:24.669741] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-10T20:32:24.669771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-10T20:32:24.681403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-10T20:32:24.681820] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-10T20:32:24.682643] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-10T20:32:24.682695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:24.682726] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:24.682752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:24.682806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:24.740000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:24.740938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:24.741033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:24.741065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:24.863930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:24.864299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:24.864356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:24.864402] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:24.868265] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-10T20:32:24.868552] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-10T20:32:24.868699] [INFO ] [sig       ] QVCC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:25.008396] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/QVCC.txt
[2025-12-10T20:32:25.008550] [INFO ] [sig       ] [2699/3612] Completed QVCC in 0.3s | 2.87 sym/s | Total: 15.6m | ETA: 5.3m
[2025-12-10T20:32:25.008611] [INFO ] [sig       ] [2700/3612] Forecasting QYLD...
[2025-12-10T20:32:25.008642] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-10T20:32:25.008674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-10T20:32:25.021647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-10T20:32:25.021956] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-10T20:32:25.022715] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-10T20:32:25.022765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:25.022809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:25.022837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:25.022892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:25.080922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:25.081761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:25.081845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:25.081878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:25.202187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:25.202338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:25.202377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:25.202407] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:25.205751] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=76.62%)
[2025-12-10T20:32:25.206029] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-10T20:32:25.206153] [INFO ] [sig       ] QYLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:25.348281] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QYLD.txt
[2025-12-10T20:32:25.348429] [INFO ] [sig       ] [2700/3612] Completed QYLD in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:25.348468] [INFO ] [sig       ] [2701/3612] Forecasting QYLG...
[2025-12-10T20:32:25.348497] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-10T20:32:25.348526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-10T20:32:25.361531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-10T20:32:25.361940] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-10T20:32:25.362728] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-10T20:32:25.362777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:25.362809] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:25.362835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:25.362889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:25.421517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:25.422613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:25.422698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:25.422729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:25.546784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:25.547161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:25.547200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:25.547228] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:25.551262] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-10T20:32:25.551594] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-10T20:32:25.551728] [INFO ] [sig       ] QYLG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:25.704884] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/QYLG.txt
[2025-12-10T20:32:25.705040] [INFO ] [sig       ] [2701/3612] Completed QYLG in 0.4s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:25.705080] [INFO ] [sig       ] [2702/3612] Forecasting RA...
[2025-12-10T20:32:25.705110] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-10T20:32:25.705139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-10T20:32:25.717055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-10T20:32:25.717416] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-10T20:32:25.718443] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-10T20:32:25.718494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:25.718554] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:25.718608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:25.718666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:25.776264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:25.777129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:25.777211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:25.777243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:25.900156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:25.900313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:25.900351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:25.900379] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:25.903762] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-12-10T20:32:25.904047] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-10T20:32:25.904171] [INFO ] [sig       ] RA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:26.043835] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RA.txt
[2025-12-10T20:32:26.043984] [INFO ] [sig       ] [2702/3612] Completed RA in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:26.044025] [INFO ] [sig       ] [2703/3612] Forecasting RACE...
[2025-12-10T20:32:26.044053] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-10T20:32:26.044081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-10T20:32:26.055834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-10T20:32:26.056434] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-10T20:32:26.057221] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-10T20:32:26.057272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:26.057302] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:26.057328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:26.057386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:26.117092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:26.118014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:26.118109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:26.118142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:26.243375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:26.243542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:26.243600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:26.243629] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:26.247007] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-10T20:32:26.247311] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-10T20:32:26.247442] [INFO ] [sig       ] RACE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:26.395873] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RACE.txt
[2025-12-10T20:32:26.396070] [INFO ] [sig       ] [2703/3612] Completed RACE in 0.4s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:26.396129] [INFO ] [sig       ] [2704/3612] Forecasting RAIL...
[2025-12-10T20:32:26.396173] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-10T20:32:26.396211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-10T20:32:26.408028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-10T20:32:26.408447] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-10T20:32:26.409320] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-10T20:32:26.409375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:26.409408] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:26.409433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:26.409488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:26.474829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:26.476028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:26.476136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:26.476171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:26.629403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:26.629616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:26.629680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:26.629727] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:26.634374] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-12-10T20:32:26.634760] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-10T20:32:26.634910] [INFO ] [sig       ] RAIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:26.826887] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RAIL.txt
[2025-12-10T20:32:26.827050] [INFO ] [sig       ] [2704/3612] Completed RAIL in 0.4s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:26.827092] [INFO ] [sig       ] [2705/3612] Forecasting RAMP...
[2025-12-10T20:32:26.827120] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-10T20:32:26.827150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-10T20:32:26.844882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-10T20:32:26.845396] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-10T20:32:26.846569] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-10T20:32:26.846659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:26.846701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:26.846737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:26.846819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:26.934126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:26.935359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:26.935478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:26.935527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:27.090458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:27.090674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:27.090731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:27.090838] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:27.095382] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-10T20:32:27.095846] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-10T20:32:27.096024] [INFO ] [sig       ] RAMP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:27.280001] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RAMP.txt
[2025-12-10T20:32:27.280222] [INFO ] [sig       ] [2705/3612] Completed RAMP in 0.5s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:27.280288] [INFO ] [sig       ] [2706/3612] Forecasting RAPP...
[2025-12-10T20:32:27.280340] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-10T20:32:27.280391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-10T20:32:27.299027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-10T20:32:27.299522] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-10T20:32:27.300755] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-10T20:32:27.300829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:27.300877] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:27.300918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:27.300994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:27.384002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:27.385207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:27.385352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:27.385405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:27.537219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:27.537383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:27.537423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:27.537451] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:27.541127] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-10T20:32:27.541484] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-10T20:32:27.541651] [INFO ] [sig       ] RAPP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:27.687664] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RAPP.txt
[2025-12-10T20:32:27.687851] [INFO ] [sig       ] [2706/3612] Completed RAPP in 0.4s | 2.87 sym/s | Total: 15.7m | ETA: 5.3m
[2025-12-10T20:32:27.687891] [INFO ] [sig       ] [2707/3612] Forecasting RARE...
[2025-12-10T20:32:27.687921] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-10T20:32:27.687949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-10T20:32:27.700167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-10T20:32:27.700622] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-10T20:32:27.701488] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-10T20:32:27.701540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:27.701597] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:27.701640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:27.701722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:27.760402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:27.761278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:27.761362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:27.761395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:27.885078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:27.885232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:27.885272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:27.885317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:27.888676] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-10T20:32:27.888947] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-10T20:32:27.889065] [INFO ] [sig       ] RARE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:28.030062] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RARE.txt
[2025-12-10T20:32:28.030216] [INFO ] [sig       ] [2707/3612] Completed RARE in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:28.030256] [INFO ] [sig       ] [2708/3612] Forecasting RAVE...
[2025-12-10T20:32:28.030283] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-10T20:32:28.030313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-10T20:32:28.043546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-10T20:32:28.043878] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-10T20:32:28.044664] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-10T20:32:28.044715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:28.044747] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:28.044774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:28.044831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:28.102117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:28.102984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:28.103067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:28.103099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:28.213772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:28.213930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:28.213967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:28.213994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:28.217312] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-10T20:32:28.217596] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-10T20:32:28.217735] [INFO ] [sig       ] RAVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:28.357485] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RAVE.txt
[2025-12-10T20:32:28.357659] [INFO ] [sig       ] [2708/3612] Completed RAVE in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:28.357702] [INFO ] [sig       ] [2709/3612] Forecasting RAY...
[2025-12-10T20:32:28.357747] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-10T20:32:28.357777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-10T20:32:28.369418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-10T20:32:28.369785] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-10T20:32:28.370537] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-10T20:32:28.370614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:28.370647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:28.370673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:28.370727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:28.428975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:28.429823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:28.429922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:28.429956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:28.547592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:28.547807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:28.547849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:28.547876] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:28.552186] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-10T20:32:28.552676] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-10T20:32:28.552805] [INFO ] [sig       ] RAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:28.697881] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RAY.txt
[2025-12-10T20:32:28.698040] [INFO ] [sig       ] [2709/3612] Completed RAY in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:28.698080] [INFO ] [sig       ] [2710/3612] Forecasting RBA...
[2025-12-10T20:32:28.698108] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-10T20:32:28.698136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-10T20:32:28.709279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-10T20:32:28.709648] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-10T20:32:28.710458] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-10T20:32:28.710511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:28.710543] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:28.710590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:28.710651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:28.775864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:28.776727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:28.776809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:28.776844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:28.896620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:28.896777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:28.896816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:28.896845] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:28.900297] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-10T20:32:28.900630] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-10T20:32:28.900766] [INFO ] [sig       ] RBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:29.056831] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RBA.txt
[2025-12-10T20:32:29.056986] [INFO ] [sig       ] [2710/3612] Completed RBA in 0.4s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:29.057027] [INFO ] [sig       ] [2711/3612] Forecasting RBB...
[2025-12-10T20:32:29.057056] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-10T20:32:29.057085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-10T20:32:29.068663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-10T20:32:29.068959] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-10T20:32:29.069742] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-10T20:32:29.069795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:29.069833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:29.069888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:29.069954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:29.129336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:29.130233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:29.130316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:29.130349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:29.257656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:29.257835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:29.257874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:29.257901] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:29.261590] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-10T20:32:29.261865] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-10T20:32:29.261986] [INFO ] [sig       ] RBB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:29.403358] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RBB.txt
[2025-12-10T20:32:29.403476] [INFO ] [sig       ] [2711/3612] Completed RBB in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:29.403513] [INFO ] [sig       ] [2712/3612] Forecasting RBBN...
[2025-12-10T20:32:29.403542] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-10T20:32:29.403586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-10T20:32:29.415350] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RBBN'.
[2025-12-10T20:32:29.415662] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-10T20:32:29.416392] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-10T20:32:29.416442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:29.416472] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:29.416497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:29.416552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:29.474082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:29.474725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:29.474828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:29.474860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:29.596882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:29.597029] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:32:29.597068] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:29.597096] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:29.600820] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-12-10T20:32:29.601258] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-10T20:32:29.601383] [INFO ] [sig       ] RBBN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-10T20:32:29.751114] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RBBN.txt
[2025-12-10T20:32:29.751404] [INFO ] [sig       ] [2712/3612] Completed RBBN in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:29.751482] [INFO ] [sig       ] [2713/3612] Forecasting RBC...
[2025-12-10T20:32:29.751536] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-10T20:32:29.751633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-10T20:32:29.763341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-10T20:32:29.763639] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-10T20:32:29.764589] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-10T20:32:29.764640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:29.764671] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:29.764695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:29.764750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:29.822362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:29.823176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:29.823257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:29.823289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:29.939211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:29.939352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:29.939392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:29.939422] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:29.942688] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-12-10T20:32:29.942962] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-10T20:32:29.943081] [INFO ] [sig       ] RBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:30.082170] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RBC.txt
[2025-12-10T20:32:30.082319] [INFO ] [sig       ] [2713/3612] Completed RBC in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:30.082360] [INFO ] [sig       ] [2714/3612] Forecasting RBCAA...
[2025-12-10T20:32:30.082389] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-10T20:32:30.082419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-10T20:32:30.094352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-10T20:32:30.094756] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-10T20:32:30.095563] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-10T20:32:30.095640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:30.095675] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:30.095702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:30.095759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:30.155643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:30.156656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:30.156741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:30.156775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:30.269902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:30.270052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:30.270092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:30.270121] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:30.273625] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-10T20:32:30.273909] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-10T20:32:30.274036] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:30.433396] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RBCAA.txt
[2025-12-10T20:32:30.433536] [INFO ] [sig       ] [2714/3612] Completed RBCAA in 0.4s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:30.433593] [INFO ] [sig       ] [2715/3612] Forecasting RBLX...
[2025-12-10T20:32:30.433624] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-10T20:32:30.433661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-10T20:32:30.445601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-10T20:32:30.445895] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-10T20:32:30.446853] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-10T20:32:30.446902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:30.446933] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:30.446957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:30.447011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:30.505965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:30.506624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:30.506700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:30.506731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:30.629137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:30.629290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:30.629328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:30.629356] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:30.632747] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-10T20:32:30.633043] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-10T20:32:30.633185] [INFO ] [sig       ] RBLX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:30.774428] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RBLX.txt
[2025-12-10T20:32:30.774599] [INFO ] [sig       ] [2715/3612] Completed RBLX in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:30.774639] [INFO ] [sig       ] [2716/3612] Forecasting RC...
[2025-12-10T20:32:30.774668] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-10T20:32:30.774696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-10T20:32:30.785756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-10T20:32:30.786048] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-10T20:32:30.786812] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-10T20:32:30.786861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:30.786892] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:30.786918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:30.786972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:30.844544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:30.845243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:30.845320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:30.845350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:30.962623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:30.962776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:30.962815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:30.962844] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:30.966237] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-12-10T20:32:30.966544] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-10T20:32:30.966688] [INFO ] [sig       ] RC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:31.107952] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RC.txt
[2025-12-10T20:32:31.108092] [INFO ] [sig       ] [2716/3612] Completed RC in 0.3s | 2.87 sym/s | Total: 15.7m | ETA: 5.2m
[2025-12-10T20:32:31.108131] [INFO ] [sig       ] [2717/3612] Forecasting RCEL...
[2025-12-10T20:32:31.108165] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-10T20:32:31.108199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-10T20:32:31.119557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-10T20:32:31.119845] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-10T20:32:31.120593] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-10T20:32:31.120644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:31.120674] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:31.120700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:31.120754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:31.178844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:31.179477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:31.179553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:31.179602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:31.304911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:31.305066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:31.305103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:31.305130] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:31.308689] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-12-10T20:32:31.308981] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-10T20:32:31.309107] [INFO ] [sig       ] RCEL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:31.461253] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RCEL.txt
[2025-12-10T20:32:31.461402] [INFO ] [sig       ] [2717/3612] Completed RCEL in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:31.461440] [INFO ] [sig       ] [2718/3612] Forecasting RCI...
[2025-12-10T20:32:31.461469] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-10T20:32:31.461498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-10T20:32:31.473138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-10T20:32:31.473514] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-10T20:32:31.474475] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-10T20:32:31.474527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:31.474559] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:31.474603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:31.474660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:31.534007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:31.534884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:31.534967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:31.534998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:31.658971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:31.659131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:31.659169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:31.659197] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:31.663222] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-10T20:32:31.663558] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-10T20:32:31.663755] [INFO ] [sig       ] RCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:31.810655] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RCI.txt
[2025-12-10T20:32:31.810805] [INFO ] [sig       ] [2718/3612] Completed RCI in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:31.810844] [INFO ] [sig       ] [2719/3612] Forecasting RCKY...
[2025-12-10T20:32:31.810874] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-10T20:32:31.810902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-10T20:32:31.822690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-10T20:32:31.823082] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-10T20:32:31.823870] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-10T20:32:31.823923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:31.823986] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:31.824013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:31.824068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:31.884067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:31.884931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:31.885017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:31.885048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:32.010742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:32.010891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:32.010929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:32.010957] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:32.014964] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=52.32%)
[2025-12-10T20:32:32.015348] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-10T20:32:32.015489] [INFO ] [sig       ] RCKY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:32.161830] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RCKY.txt
[2025-12-10T20:32:32.161984] [INFO ] [sig       ] [2719/3612] Completed RCKY in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:32.162021] [INFO ] [sig       ] [2720/3612] Forecasting RCL...
[2025-12-10T20:32:32.162051] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-10T20:32:32.162080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-10T20:32:32.174355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-10T20:32:32.174746] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-10T20:32:32.175497] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-10T20:32:32.175547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:32.175597] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:32.175625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:32.175681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:32.235311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:32.236414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:32.236494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:32.236526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:32.359660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:32.359828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:32.359867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:32.359895] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:32.363736] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-10T20:32:32.364016] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-10T20:32:32.364141] [INFO ] [sig       ] RCL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:32.521217] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RCL.txt
[2025-12-10T20:32:32.521368] [INFO ] [sig       ] [2720/3612] Completed RCL in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:32.521407] [INFO ] [sig       ] [2721/3612] Forecasting RCS...
[2025-12-10T20:32:32.521435] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-10T20:32:32.521463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-10T20:32:32.532757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-10T20:32:32.533088] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-10T20:32:32.533898] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-10T20:32:32.533949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:32.533981] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:32.534008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:32.534064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:32.594471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:32.595319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:32.595400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:32.595432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:32.714010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:32.714351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:32.714388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:32.714415] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:32.717792] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-10T20:32:32.718124] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-10T20:32:32.718262] [INFO ] [sig       ] RCS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:32.870480] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RCS.txt
[2025-12-10T20:32:32.870644] [INFO ] [sig       ] [2721/3612] Completed RCS in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:32.870685] [INFO ] [sig       ] [2722/3612] Forecasting RCUS...
[2025-12-10T20:32:32.870715] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-10T20:32:32.870745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-10T20:32:32.882051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-10T20:32:32.882373] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-10T20:32:32.883330] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-10T20:32:32.883379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:32.883409] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:32.883434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:32.883488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:32.941067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:32.941940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:32.942029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:32.942060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:33.060505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:33.060667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:33.060706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:33.060766] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:33.064065] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-10T20:32:33.064332] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-10T20:32:33.064450] [INFO ] [sig       ] RCUS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:33.204903] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RCUS.txt
[2025-12-10T20:32:33.205049] [INFO ] [sig       ] [2722/3612] Completed RCUS in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:33.205087] [INFO ] [sig       ] [2723/3612] Forecasting RDCM...
[2025-12-10T20:32:33.205115] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-10T20:32:33.205146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-10T20:32:33.216732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-10T20:32:33.217097] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-10T20:32:33.217906] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-10T20:32:33.217956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:33.217986] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:33.218011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:33.218065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:33.274785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:33.275640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:33.275723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:33.275753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:33.396797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:33.396945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:33.396987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:33.397014] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:33.400604] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-10T20:32:33.400914] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-10T20:32:33.401048] [INFO ] [sig       ] RDCM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:33.541543] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RDCM.txt
[2025-12-10T20:32:33.541710] [INFO ] [sig       ] [2723/3612] Completed RDCM in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.2m
[2025-12-10T20:32:33.541748] [INFO ] [sig       ] [2724/3612] Forecasting RDHL...
[2025-12-10T20:32:33.541778] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-10T20:32:33.541806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-10T20:32:33.552972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-10T20:32:33.553387] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-10T20:32:33.554273] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-10T20:32:33.554345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:33.554378] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:33.554404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:33.554462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:33.613693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:33.614507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:33.614603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:33.614638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:33.728278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:33.728432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:33.728472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:33.728501] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:33.731909] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=63.66%)
[2025-12-10T20:32:33.732196] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-10T20:32:33.732321] [INFO ] [sig       ] RDHL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:33.881189] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RDHL.txt
[2025-12-10T20:32:33.881338] [INFO ] [sig       ] [2724/3612] Completed RDHL in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:33.881376] [INFO ] [sig       ] [2725/3612] Forecasting RDVY...
[2025-12-10T20:32:33.881406] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-10T20:32:33.881436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-10T20:32:33.892590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-10T20:32:33.892902] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-10T20:32:33.893722] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-10T20:32:33.893773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:33.893804] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:33.893830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:33.893886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:33.956127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:33.956977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:33.957061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:33.957094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:34.084970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:34.085131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:34.085169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:34.085198] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:34.088795] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-10T20:32:34.089156] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-10T20:32:34.089298] [INFO ] [sig       ] RDVY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:34.239299] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RDVY.txt
[2025-12-10T20:32:34.239448] [INFO ] [sig       ] [2725/3612] Completed RDVY in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:34.239486] [INFO ] [sig       ] [2726/3612] Forecasting RDY...
[2025-12-10T20:32:34.239514] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-10T20:32:34.239544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-10T20:32:34.250868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-10T20:32:34.251166] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-10T20:32:34.251971] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-10T20:32:34.252022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:34.252054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:34.252080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:34.252135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:34.312526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:34.313456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:34.313540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:34.313590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:34.435352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:34.435502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:34.435541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:34.435584] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:34.438885] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=48.04%)
[2025-12-10T20:32:34.439233] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-10T20:32:34.439372] [INFO ] [sig       ] RDY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:34.593623] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RDY.txt
[2025-12-10T20:32:34.593775] [INFO ] [sig       ] [2726/3612] Completed RDY in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:34.593816] [INFO ] [sig       ] [2727/3612] Forecasting REAL...
[2025-12-10T20:32:34.593845] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-10T20:32:34.593873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-10T20:32:34.605113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-10T20:32:34.605380] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-10T20:32:34.606147] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-10T20:32:34.606197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:34.606227] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:34.606252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:34.606305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:34.666275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:34.666927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:34.667004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:34.667036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:34.785381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:34.785525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:34.785562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:34.785607] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:34.788890] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-10T20:32:34.789193] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-10T20:32:34.789318] [INFO ] [sig       ] REAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:34.943974] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/REAL.txt
[2025-12-10T20:32:34.944121] [INFO ] [sig       ] [2727/3612] Completed REAL in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:34.944166] [INFO ] [sig       ] [2728/3612] Forecasting REAX...
[2025-12-10T20:32:34.944197] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-10T20:32:34.944225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-10T20:32:34.960035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-10T20:32:34.960477] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-10T20:32:34.961759] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-10T20:32:34.961823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:34.961866] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:34.961903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:34.961992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:35.030323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:35.031159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:35.031239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:35.031272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:35.147234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:35.147374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:35.147414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:35.147441] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:35.150676] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-10T20:32:35.150940] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-10T20:32:35.151057] [INFO ] [sig       ] REAX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:35.287700] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/REAX.txt
[2025-12-10T20:32:35.287841] [INFO ] [sig       ] [2728/3612] Completed REAX in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:35.287879] [INFO ] [sig       ] [2729/3612] Forecasting REBN...
[2025-12-10T20:32:35.287907] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-10T20:32:35.287936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-10T20:32:35.299871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-10T20:32:35.300219] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-10T20:32:35.300985] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-10T20:32:35.301035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:35.301066] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:35.301093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:35.301148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:35.358634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:35.359272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:35.359377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:35.359409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:35.484868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:35.485017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:35.485054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:35.485081] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:35.488343] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-10T20:32:35.488643] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-10T20:32:35.488766] [INFO ] [sig       ] REBN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:35.629905] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/REBN.txt
[2025-12-10T20:32:35.630047] [INFO ] [sig       ] [2729/3612] Completed REBN in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:35.630091] [INFO ] [sig       ] [2730/3612] Forecasting REFI...
[2025-12-10T20:32:35.630127] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-10T20:32:35.630155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-10T20:32:35.641375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-10T20:32:35.641666] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-10T20:32:35.642403] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-10T20:32:35.642453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:35.642484] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:35.642511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:35.642566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:35.701141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:35.701782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:35.701858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:35.701889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:35.823529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:35.823674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:35.823714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:35.823741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:35.827603] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-10T20:32:35.827888] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-10T20:32:35.828010] [INFO ] [sig       ] REFI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:35.974695] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/REFI.txt
[2025-12-10T20:32:35.974820] [INFO ] [sig       ] [2730/3612] Completed REFI in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:35.974857] [INFO ] [sig       ] [2731/3612] Forecasting REG...
[2025-12-10T20:32:35.974886] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-10T20:32:35.974914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-10T20:32:35.986053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-10T20:32:35.986553] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-10T20:32:35.987475] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-10T20:32:35.987524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:35.987555] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:35.987600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:35.987657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:36.046623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:36.047296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:36.047372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:36.047404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:36.167876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:36.168016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:36.168077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:36.168107] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:36.172034] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-10T20:32:36.172458] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-10T20:32:36.172597] [INFO ] [sig       ] REG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:36.314525] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/REG.txt
[2025-12-10T20:32:36.314663] [INFO ] [sig       ] [2731/3612] Completed REG in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:36.314701] [INFO ] [sig       ] [2732/3612] Forecasting REGN...
[2025-12-10T20:32:36.314730] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-10T20:32:36.314758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-10T20:32:36.326808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-10T20:32:36.327125] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-10T20:32:36.327934] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-10T20:32:36.327990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:36.328027] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:36.328057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:36.328123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:36.385787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:36.386404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:36.386481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:36.386512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:36.509361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:36.509501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:36.509539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:36.509583] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:36.513018] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-10T20:32:36.513308] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-10T20:32:36.513425] [INFO ] [sig       ] REGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:36.654820] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/REGN.txt
[2025-12-10T20:32:36.654995] [INFO ] [sig       ] [2732/3612] Completed REGN in 0.3s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:36.655038] [INFO ] [sig       ] [2733/3612] Forecasting RELL...
[2025-12-10T20:32:36.655067] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-10T20:32:36.655095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-10T20:32:36.666787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-10T20:32:36.667124] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-10T20:32:36.667924] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-10T20:32:36.667974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:36.668007] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:36.668034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:36.668087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:36.731310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:36.732203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:36.732287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:36.732319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:36.861916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:36.862070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:36.862109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:36.862138] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:36.865695] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2025-12-10T20:32:36.865978] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-10T20:32:36.866121] [INFO ] [sig       ] RELL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:37.016964] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RELL.txt
[2025-12-10T20:32:37.017136] [INFO ] [sig       ] [2733/3612] Completed RELL in 0.4s | 2.87 sym/s | Total: 15.8m | ETA: 5.1m
[2025-12-10T20:32:37.017177] [INFO ] [sig       ] [2734/3612] Forecasting RELX...
[2025-12-10T20:32:37.017205] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-10T20:32:37.017235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-10T20:32:37.029863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-10T20:32:37.030261] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-10T20:32:37.031105] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-10T20:32:37.031166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:37.031197] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:37.031223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:37.031279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:37.101406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:37.102536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:37.102644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:37.102679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:37.234213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:37.234373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:37.234413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:37.234440] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:37.238676] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-10T20:32:37.238975] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-10T20:32:37.239112] [INFO ] [sig       ] RELX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:37.389376] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RELX.txt
[2025-12-10T20:32:37.389514] [INFO ] [sig       ] [2734/3612] Completed RELX in 0.4s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:37.389553] [INFO ] [sig       ] [2735/3612] Forecasting RELY...
[2025-12-10T20:32:37.389599] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-10T20:32:37.389630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-10T20:32:37.402461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-10T20:32:37.402798] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-10T20:32:37.403538] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-10T20:32:37.403606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:37.403651] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:37.403679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:37.403734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:37.463868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:37.464640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:37.464718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:37.464750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:37.589121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:37.589269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:37.589307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:37.589336] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:37.592683] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-12-10T20:32:37.592956] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-10T20:32:37.593077] [INFO ] [sig       ] RELY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:37.740329] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RELY.txt
[2025-12-10T20:32:37.740471] [INFO ] [sig       ] [2735/3612] Completed RELY in 0.4s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:37.740510] [INFO ] [sig       ] [2736/3612] Forecasting REPL...
[2025-12-10T20:32:37.740537] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-10T20:32:37.740564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-10T20:32:37.752895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-10T20:32:37.753215] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-10T20:32:37.753977] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-10T20:32:37.754027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:37.754084] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:37.754112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:37.754167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:37.813366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:37.814209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:37.814289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:37.814321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:37.935837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:37.935987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:37.936027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:37.936056] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:37.939422] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-10T20:32:37.939725] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-10T20:32:37.939872] [INFO ] [sig       ] REPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:38.085821] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/REPL.txt
[2025-12-10T20:32:38.085968] [INFO ] [sig       ] [2736/3612] Completed REPL in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:38.086010] [INFO ] [sig       ] [2737/3612] Forecasting RERE...
[2025-12-10T20:32:38.086040] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-10T20:32:38.086068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-10T20:32:38.098206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-10T20:32:38.098693] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-10T20:32:38.099712] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-10T20:32:38.099773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:38.099814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:38.099841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:38.099897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:38.159135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:38.159933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:38.160013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:38.160047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:38.298187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:38.298342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:38.298383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:38.298411] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:38.301801] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-12-10T20:32:38.302083] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-10T20:32:38.302206] [INFO ] [sig       ] RERE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:38.444832] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RERE.txt
[2025-12-10T20:32:38.444965] [INFO ] [sig       ] [2737/3612] Completed RERE in 0.4s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:38.445004] [INFO ] [sig       ] [2738/3612] Forecasting RES...
[2025-12-10T20:32:38.445032] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-10T20:32:38.445060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-10T20:32:38.458121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-10T20:32:38.458424] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-10T20:32:38.459229] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-10T20:32:38.459279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:38.459310] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:38.459336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:38.459390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:38.517986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:38.518683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:38.518760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:38.518791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:38.641815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:38.641968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:38.642007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:38.642034] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:38.645666] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-10T20:32:38.645934] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-10T20:32:38.646056] [INFO ] [sig       ] RES: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:38.791910] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RES.txt
[2025-12-10T20:32:38.792068] [INFO ] [sig       ] [2738/3612] Completed RES in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:38.792116] [INFO ] [sig       ] [2739/3612] Forecasting REVG...
[2025-12-10T20:32:38.792145] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-10T20:32:38.792174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-10T20:32:38.804873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-10T20:32:38.805261] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-10T20:32:38.806062] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-10T20:32:38.806113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:38.806143] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:38.806168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:38.806222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:38.862806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:38.863698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:38.863787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:38.863819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:38.989724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:38.989876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:38.989913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:38.989989] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:38.993900] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-10T20:32:38.994177] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-10T20:32:38.994490] [INFO ] [sig       ] REVG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:39.135008] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/REVG.txt
[2025-12-10T20:32:39.135164] [INFO ] [sig       ] [2739/3612] Completed REVG in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:39.135205] [INFO ] [sig       ] [2740/3612] Forecasting REX...
[2025-12-10T20:32:39.135237] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-10T20:32:39.135267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-10T20:32:39.150075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-10T20:32:39.150507] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-10T20:32:39.151492] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-10T20:32:39.151555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:39.151616] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:39.151655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:39.151740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:39.212346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:39.213221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:39.213304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:39.213336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:39.334688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:39.334837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:39.334878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:39.334906] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:39.338238] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-10T20:32:39.338510] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-10T20:32:39.338667] [INFO ] [sig       ] REX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:39.479225] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/REX.txt
[2025-12-10T20:32:39.479375] [INFO ] [sig       ] [2740/3612] Completed REX in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:39.479413] [INFO ] [sig       ] [2741/3612] Forecasting REYN...
[2025-12-10T20:32:39.479442] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-10T20:32:39.479469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-10T20:32:39.491238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-10T20:32:39.491598] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-10T20:32:39.492349] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-10T20:32:39.492399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:39.492430] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:39.492455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:39.492510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:39.548767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:39.549604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:39.549683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:39.549715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:39.667913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:39.668065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:39.668112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:39.668147] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:39.671638] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-12-10T20:32:39.671907] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-10T20:32:39.672029] [INFO ] [sig       ] REYN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:39.818232] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/REYN.txt
[2025-12-10T20:32:39.818377] [INFO ] [sig       ] [2741/3612] Completed REYN in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.1m
[2025-12-10T20:32:39.818415] [INFO ] [sig       ] [2742/3612] Forecasting REZI...
[2025-12-10T20:32:39.818442] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-10T20:32:39.818473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-10T20:32:39.831623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-10T20:32:39.831980] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-10T20:32:39.832743] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-10T20:32:39.832792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:39.832822] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:39.832847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:39.832901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:39.890018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:39.890889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:39.890967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:39.890998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:40.006451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:40.006618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:40.006657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:40.006700] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:40.010060] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-12-10T20:32:40.010330] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-10T20:32:40.010450] [INFO ] [sig       ] REZI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:40.149375] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/REZI.txt
[2025-12-10T20:32:40.149521] [INFO ] [sig       ] [2742/3612] Completed REZI in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:40.149560] [INFO ] [sig       ] [2743/3612] Forecasting RF...
[2025-12-10T20:32:40.149609] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-10T20:32:40.149640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-10T20:32:40.160467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-10T20:32:40.160798] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-10T20:32:40.161545] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-10T20:32:40.161619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:40.161651] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:40.161678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:40.161733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:40.217556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:40.218432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:40.218511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:40.218542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:40.341495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:40.341683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:40.341729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:40.341758] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:40.345081] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-10T20:32:40.345543] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-10T20:32:40.345678] [INFO ] [sig       ] RF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:40.489481] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RF.txt
[2025-12-10T20:32:40.489644] [INFO ] [sig       ] [2743/3612] Completed RF in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:40.489686] [INFO ] [sig       ] [2744/3612] Forecasting RFI...
[2025-12-10T20:32:40.489714] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-10T20:32:40.489742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-10T20:32:40.501385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-10T20:32:40.501738] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-10T20:32:40.502521] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-10T20:32:40.502593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:40.502644] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:40.502671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:40.502727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:40.561737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:40.562544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:40.562640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:40.562690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:40.676434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:40.676592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:40.676632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:40.676659] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:40.679958] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2025-12-10T20:32:40.680227] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-10T20:32:40.680541] [INFO ] [sig       ] RFI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:40.821486] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RFI.txt
[2025-12-10T20:32:40.821613] [INFO ] [sig       ] [2744/3612] Completed RFI in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:40.821652] [INFO ] [sig       ] [2745/3612] Forecasting RFL...
[2025-12-10T20:32:40.821680] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-10T20:32:40.821716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-10T20:32:40.832509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-10T20:32:40.832802] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-10T20:32:40.833540] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-10T20:32:40.833611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:40.833647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:40.833673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:40.833727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:40.890479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:40.891085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:40.891160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:40.891191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:41.008196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:41.008350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:41.008389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:41.008417] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:41.011709] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-10T20:32:41.011973] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-10T20:32:41.012092] [INFO ] [sig       ] RFL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:41.149898] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RFL.txt
[2025-12-10T20:32:41.150012] [INFO ] [sig       ] [2745/3612] Completed RFL in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:41.150048] [INFO ] [sig       ] [2746/3612] Forecasting RFM...
[2025-12-10T20:32:41.150075] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-10T20:32:41.150102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-10T20:32:41.160950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-10T20:32:41.161217] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-10T20:32:41.161964] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-10T20:32:41.162014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:41.162043] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:41.162080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:41.162141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:41.218508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:41.219128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:41.219207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:41.219264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:41.325088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:41.325208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:41.325243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:41.325271] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:41.328937] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-10T20:32:41.329200] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-10T20:32:41.329509] [INFO ] [sig       ] RFM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:41.468727] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RFM.txt
[2025-12-10T20:32:41.468838] [INFO ] [sig       ] [2746/3612] Completed RFM in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:41.468875] [INFO ] [sig       ] [2747/3612] Forecasting RFMZ...
[2025-12-10T20:32:41.468903] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-10T20:32:41.468932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-10T20:32:41.481048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-10T20:32:41.481341] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-10T20:32:41.482302] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-10T20:32:41.482529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:41.482561] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:41.482610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:41.482671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:41.542462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:41.543326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:41.543403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:41.543436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:41.663094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:41.663234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:41.663273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:41.663303] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:41.666685] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=56.13%)
[2025-12-10T20:32:41.666956] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-10T20:32:41.667080] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:41.809728] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RFMZ.txt
[2025-12-10T20:32:41.809850] [INFO ] [sig       ] [2747/3612] Completed RFMZ in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:41.809887] [INFO ] [sig       ] [2748/3612] Forecasting RGA...
[2025-12-10T20:32:41.809916] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-10T20:32:41.809944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-10T20:32:41.820839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-10T20:32:41.821134] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-10T20:32:41.821914] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-10T20:32:41.821963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:41.821993] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:41.822018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:41.822072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:41.880800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:41.881563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:41.881658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:41.881691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:42.001928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:42.002071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:42.002117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:42.002144] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:42.005650] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-12-10T20:32:42.005915] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-10T20:32:42.006034] [INFO ] [sig       ] RGA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:42.148180] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RGA.txt
[2025-12-10T20:32:42.148303] [INFO ] [sig       ] [2748/3612] Completed RGA in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:42.148339] [INFO ] [sig       ] [2749/3612] Forecasting RGCO...
[2025-12-10T20:32:42.148368] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-10T20:32:42.148396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-10T20:32:42.159935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-10T20:32:42.160251] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-10T20:32:42.161250] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-10T20:32:42.161300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:42.161331] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:42.161357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:42.161599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:42.217484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:42.218137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:42.218210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:42.218242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:42.320928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:42.321063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:42.321100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:42.321128] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:42.324363] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-10T20:32:42.324644] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-10T20:32:42.324762] [INFO ] [sig       ] RGCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:42.512315] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RGCO.txt
[2025-12-10T20:32:42.512474] [INFO ] [sig       ] [2749/3612] Completed RGCO in 0.4s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:42.512515] [INFO ] [sig       ] [2750/3612] Forecasting RGEN...
[2025-12-10T20:32:42.512544] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-10T20:32:42.512617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-10T20:32:42.523819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-10T20:32:42.524114] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-10T20:32:42.524939] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-10T20:32:42.524990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:42.525022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:42.525049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:42.525105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:42.584428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:42.585059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:42.585138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:42.585170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:42.704356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:42.704489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:42.704526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:42.704554] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:42.708049] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-10T20:32:42.708328] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-10T20:32:42.708648] [INFO ] [sig       ] RGEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:42.855022] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RGEN.txt
[2025-12-10T20:32:42.855146] [INFO ] [sig       ] [2750/3612] Completed RGEN in 0.3s | 2.87 sym/s | Total: 15.9m | ETA: 5.0m
[2025-12-10T20:32:42.855184] [INFO ] [sig       ] [2751/3612] Forecasting RGLD...
[2025-12-10T20:32:42.855212] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-10T20:32:42.855241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-10T20:32:42.867776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-10T20:32:42.868095] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-10T20:32:42.868858] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-10T20:32:42.868909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:42.868939] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:42.868965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:42.869019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:42.925417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:42.926053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:42.926129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:42.926159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:43.045302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:43.045447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:43.045490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:43.045519] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:43.048897] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-12-10T20:32:43.049172] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-10T20:32:43.049293] [INFO ] [sig       ] RGLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:43.187103] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RGLD.txt
[2025-12-10T20:32:43.187248] [INFO ] [sig       ] [2751/3612] Completed RGLD in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:43.187288] [INFO ] [sig       ] [2752/3612] Forecasting RGNX...
[2025-12-10T20:32:43.187316] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-10T20:32:43.187344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-10T20:32:43.199128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-10T20:32:43.199416] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-10T20:32:43.200167] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-10T20:32:43.200217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:43.200248] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:43.200273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:43.200328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:43.256348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:43.256938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:43.257010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:43.257041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:43.375656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:43.375842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:43.375882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:43.375909] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:43.379155] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-12-10T20:32:43.379420] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-10T20:32:43.379536] [INFO ] [sig       ] RGNX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:43.519443] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RGNX.txt
[2025-12-10T20:32:43.519566] [INFO ] [sig       ] [2752/3612] Completed RGNX in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:43.519622] [INFO ] [sig       ] [2753/3612] Forecasting RGP...
[2025-12-10T20:32:43.519650] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-10T20:32:43.519679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-10T20:32:43.530269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-10T20:32:43.530534] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-10T20:32:43.531286] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-10T20:32:43.531336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:43.531398] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:43.531425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:43.531481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:43.588969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:43.589752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:43.589828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:43.589858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:43.707447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:43.707615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:43.707655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:43.707682] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:43.710994] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-10T20:32:43.711266] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-10T20:32:43.711388] [INFO ] [sig       ] RGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:43.856354] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RGP.txt
[2025-12-10T20:32:43.856502] [INFO ] [sig       ] [2753/3612] Completed RGP in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:43.856543] [INFO ] [sig       ] [2754/3612] Forecasting RGS...
[2025-12-10T20:32:43.856587] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-10T20:32:43.856619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-10T20:32:43.868153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-10T20:32:43.868512] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-10T20:32:43.869294] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-10T20:32:43.869346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:43.869376] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:43.869401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:43.869461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:43.926914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:43.927776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:43.927875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:43.927908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:44.041207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:44.041365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:44.041403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:44.041430] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:44.044828] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-10T20:32:44.045124] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-10T20:32:44.045253] [INFO ] [sig       ] RGS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:44.191608] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RGS.txt
[2025-12-10T20:32:44.191772] [INFO ] [sig       ] [2754/3612] Completed RGS in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:44.191813] [INFO ] [sig       ] [2755/3612] Forecasting RGTI...
[2025-12-10T20:32:44.191841] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-10T20:32:44.191870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-10T20:32:44.203800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-10T20:32:44.204190] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-10T20:32:44.204992] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-10T20:32:44.205043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:44.205073] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:44.205098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:44.205153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:44.262258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:44.263124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:44.263209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:44.263244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:44.391054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:44.391208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:44.391247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:44.391274] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:44.394808] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=82.47%)
[2025-12-10T20:32:44.395118] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-10T20:32:44.395273] [INFO ] [sig       ] RGTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:44.547809] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RGTI.txt
[2025-12-10T20:32:44.547991] [INFO ] [sig       ] [2755/3612] Completed RGTI in 0.4s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:44.548043] [INFO ] [sig       ] [2756/3612] Forecasting RH...
[2025-12-10T20:32:44.548071] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-10T20:32:44.548100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-10T20:32:44.561277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-10T20:32:44.561813] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-10T20:32:44.562597] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-10T20:32:44.562647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:44.562678] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:44.562704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:44.562758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:44.619611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:44.620430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:44.620510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:44.620542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:44.741114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:44.741264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:44.741301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:44.741357] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:44.744682] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-10T20:32:44.744957] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-10T20:32:44.745080] [INFO ] [sig       ] RH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:44.885746] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RH.txt
[2025-12-10T20:32:44.885883] [INFO ] [sig       ] [2756/3612] Completed RH in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:44.885922] [INFO ] [sig       ] [2757/3612] Forecasting RHI...
[2025-12-10T20:32:44.885952] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-10T20:32:44.885981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-10T20:32:44.896702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-10T20:32:44.897014] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-10T20:32:44.897886] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-10T20:32:44.897938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:44.897970] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:44.897995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:44.898050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:44.955398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:44.956029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:44.956104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:44.956135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:45.083613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:45.083767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:45.083805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:45.083832] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:45.087374] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-10T20:32:45.087895] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-10T20:32:45.088042] [INFO ] [sig       ] RHI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:45.231528] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RHI.txt
[2025-12-10T20:32:45.231767] [INFO ] [sig       ] [2757/3612] Completed RHI in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:45.231811] [INFO ] [sig       ] [2758/3612] Forecasting RHP...
[2025-12-10T20:32:45.231839] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-10T20:32:45.231867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-10T20:32:45.243909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-10T20:32:45.244218] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-10T20:32:45.244981] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-10T20:32:45.245031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:45.245062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:45.245088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:45.245147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:45.302148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:45.303046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:45.303136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:45.303168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:45.421674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:45.421820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:45.421858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:45.421886] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:45.425218] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-12-10T20:32:45.425489] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-10T20:32:45.425624] [INFO ] [sig       ] RHP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:45.565108] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RHP.txt
[2025-12-10T20:32:45.565257] [INFO ] [sig       ] [2758/3612] Completed RHP in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 5.0m
[2025-12-10T20:32:45.565294] [INFO ] [sig       ] [2759/3612] Forecasting RICK...
[2025-12-10T20:32:45.565324] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-10T20:32:45.565354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-10T20:32:45.578557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-10T20:32:45.578946] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-10T20:32:45.579726] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-10T20:32:45.579776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:45.579833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:45.579862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:45.579917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:45.644344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:45.645195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:45.645282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:45.645314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:45.773307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:45.773485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:45.773531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:45.773559] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:45.777272] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-12-10T20:32:45.777553] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-10T20:32:45.777698] [INFO ] [sig       ] RICK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:45.927985] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RICK.txt
[2025-12-10T20:32:45.928113] [INFO ] [sig       ] [2759/3612] Completed RICK in 0.4s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:45.928151] [INFO ] [sig       ] [2760/3612] Forecasting RIG...
[2025-12-10T20:32:45.928180] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-10T20:32:45.928208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-10T20:32:45.940239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-10T20:32:45.940532] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-10T20:32:45.941374] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-10T20:32:45.941425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:45.941457] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:45.941483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:45.941537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:46.002609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:46.003241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:46.003317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:46.003349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:46.144658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:46.144829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:46.144869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:46.144896] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:46.148997] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-10T20:32:46.149332] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-10T20:32:46.149467] [INFO ] [sig       ] RIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:46.295882] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RIG.txt
[2025-12-10T20:32:46.296036] [INFO ] [sig       ] [2760/3612] Completed RIG in 0.4s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:46.296076] [INFO ] [sig       ] [2761/3612] Forecasting RIGL...
[2025-12-10T20:32:46.296103] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-10T20:32:46.296132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-10T20:32:46.308846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-10T20:32:46.309223] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-10T20:32:46.310011] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-10T20:32:46.310061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:46.310091] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:46.310117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:46.310171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:46.367550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:46.368393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:46.368474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:46.368505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:46.494491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:46.494664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:46.494709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:46.494738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:46.498258] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-10T20:32:46.498534] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-10T20:32:46.498686] [INFO ] [sig       ] RIGL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:46.639261] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RIGL.txt
[2025-12-10T20:32:46.639371] [INFO ] [sig       ] [2761/3612] Completed RIGL in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:46.639407] [INFO ] [sig       ] [2762/3612] Forecasting RILY...
[2025-12-10T20:32:46.639436] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-10T20:32:46.639464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-10T20:32:46.651375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-10T20:32:46.651852] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-10T20:32:46.652796] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-10T20:32:46.652845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:46.652876] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:46.652901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:46.652955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:46.709173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:46.709822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:46.709899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:46.709931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:46.830510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:46.830655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:46.830693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:46.830720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:46.833930] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-10T20:32:46.834193] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-10T20:32:46.834313] [INFO ] [sig       ] RILY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:46.975151] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RILY.txt
[2025-12-10T20:32:46.975267] [INFO ] [sig       ] [2762/3612] Completed RILY in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:46.975311] [INFO ] [sig       ] [2763/3612] Forecasting RILYN...
[2025-12-10T20:32:46.975339] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-10T20:32:46.975367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-10T20:32:46.987035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-10T20:32:46.987291] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-10T20:32:46.988066] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-10T20:32:46.988124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:46.988154] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:46.988181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:46.988235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:47.046485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:47.047269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:47.047373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:47.047406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:47.160953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:47.161103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:47.161140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:47.161168] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:47.164471] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-10T20:32:47.164761] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-10T20:32:47.164888] [INFO ] [sig       ] RILYN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:47.307276] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RILYN.txt
[2025-12-10T20:32:47.307398] [INFO ] [sig       ] [2763/3612] Completed RILYN in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:47.307434] [INFO ] [sig       ] [2764/3612] Forecasting RILYZ...
[2025-12-10T20:32:47.307463] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-10T20:32:47.307492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-10T20:32:47.320044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-10T20:32:47.320390] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-10T20:32:47.321209] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-10T20:32:47.321263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:47.321296] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:47.321321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:47.321376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:47.381976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:47.382850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:47.382933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:47.382965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:47.507451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:47.507612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:47.507651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:47.507678] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:47.511185] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-10T20:32:47.511475] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-10T20:32:47.511616] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:47.654431] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RILYZ.txt
[2025-12-10T20:32:47.654563] [INFO ] [sig       ] [2764/3612] Completed RILYZ in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:47.654620] [INFO ] [sig       ] [2765/3612] Forecasting RIME...
[2025-12-10T20:32:47.654649] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-10T20:32:47.654677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-10T20:32:47.666443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-10T20:32:47.666832] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-10T20:32:47.667643] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-10T20:32:47.667695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:47.667753] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:47.667781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:47.667837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:47.725802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:47.726631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:47.726713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:47.726744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:47.843728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:47.843872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:47.843912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:47.843946] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:47.847743] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-10T20:32:47.848032] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-10T20:32:47.848159] [INFO ] [sig       ] RIME: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:47.992735] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RIME.txt
[2025-12-10T20:32:47.992893] [INFO ] [sig       ] [2765/3612] Completed RIME in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:47.992942] [INFO ] [sig       ] [2766/3612] Forecasting RING...
[2025-12-10T20:32:47.992974] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-10T20:32:47.993014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-10T20:32:48.004591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-10T20:32:48.004899] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-10T20:32:48.005663] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-10T20:32:48.005714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:48.005746] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:48.005773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:48.005828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:48.069955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:48.070942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:48.071045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:48.071083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:48.202951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:48.203101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:48.203157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:48.203188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:48.207108] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-10T20:32:48.207388] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-10T20:32:48.207713] [INFO ] [sig       ] RING: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:48.366345] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RING.txt
[2025-12-10T20:32:48.366689] [INFO ] [sig       ] [2766/3612] Completed RING in 0.4s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:48.366730] [INFO ] [sig       ] [2767/3612] Forecasting RIO...
[2025-12-10T20:32:48.366759] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-10T20:32:48.366787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-10T20:32:48.378816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-10T20:32:48.379093] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-10T20:32:48.379871] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-10T20:32:48.379926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:48.379966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:48.379996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:48.380054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:48.439426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:48.440335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:48.440441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:48.440484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:48.570221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:48.570378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:48.570416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:48.570444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:48.573704] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-10T20:32:48.573969] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-10T20:32:48.574086] [INFO ] [sig       ] RIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:48.713723] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RIO.txt
[2025-12-10T20:32:48.713831] [INFO ] [sig       ] [2767/3612] Completed RIO in 0.3s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:48.713872] [INFO ] [sig       ] [2768/3612] Forecasting RITM...
[2025-12-10T20:32:48.713901] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-10T20:32:48.713929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-10T20:32:48.725935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-10T20:32:48.726282] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-10T20:32:48.727120] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-10T20:32:48.727174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:48.727207] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:48.727233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:48.727294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:48.786786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:48.787555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:48.787652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:48.787685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:48.922339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:48.922492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:48.922529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:48.922555] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:48.925863] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-10T20:32:48.926171] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-10T20:32:48.926293] [INFO ] [sig       ] RITM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:49.074195] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RITM.txt
[2025-12-10T20:32:49.074340] [INFO ] [sig       ] [2768/3612] Completed RITM in 0.4s | 2.87 sym/s | Total: 16.0m | ETA: 4.9m
[2025-12-10T20:32:49.074378] [INFO ] [sig       ] [2769/3612] Forecasting RIVN...
[2025-12-10T20:32:49.074407] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-10T20:32:49.074436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-10T20:32:49.086525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-10T20:32:49.086828] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-10T20:32:49.087584] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-10T20:32:49.087635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:49.087665] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:49.087690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:49.087767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:49.145614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:49.146363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:49.146440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:49.146472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:49.267754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:49.267902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:49.267940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:49.267967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:49.271409] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=71.72%)
[2025-12-10T20:32:49.271689] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-10T20:32:49.271806] [INFO ] [sig       ] RIVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:49.414564] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RIVN.txt
[2025-12-10T20:32:49.414717] [INFO ] [sig       ] [2769/3612] Completed RIVN in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:49.414755] [INFO ] [sig       ] [2770/3612] Forecasting RKLB...
[2025-12-10T20:32:49.414784] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-10T20:32:49.414811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-10T20:32:49.430082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-10T20:32:49.430447] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-10T20:32:49.431256] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-10T20:32:49.431345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:49.431397] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:49.431426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:49.431678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:49.489808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:49.490447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:49.490536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:49.490569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:49.615406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:49.615564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:49.615622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:49.615650] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:49.619082] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-10T20:32:49.619368] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-10T20:32:49.619496] [INFO ] [sig       ] RKLB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:49.761436] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RKLB.txt
[2025-12-10T20:32:49.761782] [INFO ] [sig       ] [2770/3612] Completed RKLB in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:49.761823] [INFO ] [sig       ] [2771/3612] Forecasting RL...
[2025-12-10T20:32:49.761851] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-10T20:32:49.761879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-10T20:32:49.774983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-10T20:32:49.775324] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-10T20:32:49.776135] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-10T20:32:49.776186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:49.776217] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:49.776243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:49.776298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:49.839235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:49.840045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:49.840144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:49.840191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:49.966448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:49.966621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:49.966663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:49.966693] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:49.970263] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-12-10T20:32:49.970544] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-10T20:32:49.970875] [INFO ] [sig       ] RL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:50.121937] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RL.txt
[2025-12-10T20:32:50.122089] [INFO ] [sig       ] [2771/3612] Completed RL in 0.4s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:50.122128] [INFO ] [sig       ] [2772/3612] Forecasting RLAY...
[2025-12-10T20:32:50.122158] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-10T20:32:50.122189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-10T20:32:50.134744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-10T20:32:50.135077] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-10T20:32:50.135876] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-10T20:32:50.135930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:50.135962] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:50.135989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:50.136043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:50.196618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:50.197774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:50.197863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:50.197897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:50.332918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:50.333061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:50.333100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:50.333128] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:50.337063] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-10T20:32:50.337336] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-10T20:32:50.337460] [INFO ] [sig       ] RLAY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:50.481269] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RLAY.txt
[2025-12-10T20:32:50.481395] [INFO ] [sig       ] [2772/3612] Completed RLAY in 0.4s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:50.481433] [INFO ] [sig       ] [2773/3612] Forecasting RLI...
[2025-12-10T20:32:50.481462] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-10T20:32:50.481490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-10T20:32:50.493938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-10T20:32:50.494418] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-10T20:32:50.495190] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-10T20:32:50.495240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:50.495270] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:50.495295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:50.495355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:50.560146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:50.560877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:50.560954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:50.560986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:50.686766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:50.686938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:50.687008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:50.687037] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:50.690369] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-10T20:32:50.690665] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-10T20:32:50.690791] [INFO ] [sig       ] RLI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:50.832451] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RLI.txt
[2025-12-10T20:32:50.832620] [INFO ] [sig       ] [2773/3612] Completed RLI in 0.4s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:50.832661] [INFO ] [sig       ] [2774/3612] Forecasting RLJ...
[2025-12-10T20:32:50.832696] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-10T20:32:50.832746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-10T20:32:50.844063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-10T20:32:50.844373] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-10T20:32:50.845135] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-10T20:32:50.845185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:50.845215] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:50.845241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:50.845295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:50.902884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:50.903638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:50.903716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:50.903748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:51.023017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:51.023160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:51.023200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:51.023228] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:51.026544] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-12-10T20:32:51.026828] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-10T20:32:51.026948] [INFO ] [sig       ] RLJ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:51.168740] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RLJ.txt
[2025-12-10T20:32:51.168868] [INFO ] [sig       ] [2774/3612] Completed RLJ in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:51.168906] [INFO ] [sig       ] [2775/3612] Forecasting RLMD...
[2025-12-10T20:32:51.168935] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-10T20:32:51.168963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-10T20:32:51.180600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-10T20:32:51.180897] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-10T20:32:51.181682] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-10T20:32:51.181733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:51.181764] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:51.181791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:51.181848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:51.242316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:51.243004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:51.243082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:51.243114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:51.367166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:51.367312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:51.367350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:51.367377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:51.371121] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-10T20:32:51.371395] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-10T20:32:51.371518] [INFO ] [sig       ] RLMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:51.512444] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RLMD.txt
[2025-12-10T20:32:51.512567] [INFO ] [sig       ] [2775/3612] Completed RLMD in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.9m
[2025-12-10T20:32:51.512623] [INFO ] [sig       ] [2776/3612] Forecasting RLTY...
[2025-12-10T20:32:51.512652] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-10T20:32:51.512681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-10T20:32:51.524653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-10T20:32:51.524958] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-10T20:32:51.525756] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-10T20:32:51.525808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:51.525839] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:51.525865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:51.525922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:51.585656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:51.586416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:51.586501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:51.586534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:51.704038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:51.704195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:51.704233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:51.704260] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:51.707648] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-10T20:32:51.707937] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-10T20:32:51.708053] [INFO ] [sig       ] RLTY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:51.850360] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RLTY.txt
[2025-12-10T20:32:51.850514] [INFO ] [sig       ] [2776/3612] Completed RLTY in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:51.850552] [INFO ] [sig       ] [2777/3612] Forecasting RLX...
[2025-12-10T20:32:51.850600] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-10T20:32:51.850665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-10T20:32:51.867846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-10T20:32:51.868267] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-10T20:32:51.869119] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-10T20:32:51.869170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:51.869202] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:51.869227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:51.869281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:51.925637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:51.926443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:51.926524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:51.926555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:52.042093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:52.042245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:52.042283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:52.042330] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:52.045632] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-10T20:32:52.045908] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-10T20:32:52.046026] [INFO ] [sig       ] RLX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:52.185397] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RLX.txt
[2025-12-10T20:32:52.185527] [INFO ] [sig       ] [2777/3612] Completed RLX in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:52.185565] [INFO ] [sig       ] [2778/3612] Forecasting RM...
[2025-12-10T20:32:52.185612] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-10T20:32:52.185641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-10T20:32:52.198177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-10T20:32:52.198565] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-10T20:32:52.199403] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-10T20:32:52.199459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:52.199490] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:52.199514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:52.199569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:52.260266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:52.261103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:52.261183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:52.261215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:52.380230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:52.380375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:52.380415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:52.380442] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:52.383725] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-10T20:32:52.383991] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-10T20:32:52.384109] [INFO ] [sig       ] RM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:52.525449] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RM.txt
[2025-12-10T20:32:52.525759] [INFO ] [sig       ] [2778/3612] Completed RM in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:52.525799] [INFO ] [sig       ] [2779/3612] Forecasting RMAX...
[2025-12-10T20:32:52.525828] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-10T20:32:52.525858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-10T20:32:52.536636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-10T20:32:52.536911] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-10T20:32:52.537669] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-10T20:32:52.537737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:52.537768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:52.537794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:52.537848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:52.595841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:52.596564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:52.596658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:52.596703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:52.713244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:52.713381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:52.713422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:52.713450] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:52.716945] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=53.62%)
[2025-12-10T20:32:52.717213] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-10T20:32:52.717331] [INFO ] [sig       ] RMAX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:52.862152] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RMAX.txt
[2025-12-10T20:32:52.862279] [INFO ] [sig       ] [2779/3612] Completed RMAX in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:52.862317] [INFO ] [sig       ] [2780/3612] Forecasting RMBI...
[2025-12-10T20:32:52.862345] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-10T20:32:52.862373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-10T20:32:52.873407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-10T20:32:52.873727] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-10T20:32:52.874557] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-10T20:32:52.874629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:52.874662] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:52.874689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:52.874747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:52.934472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:52.935608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:52.935716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:52.935764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:53.051899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:53.052049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:53.052088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:53.052116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:53.056052] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-10T20:32:53.056326] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-10T20:32:53.056446] [INFO ] [sig       ] RMBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:53.196775] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RMBI.txt
[2025-12-10T20:32:53.196911] [INFO ] [sig       ] [2780/3612] Completed RMBI in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:53.196951] [INFO ] [sig       ] [2781/3612] Forecasting RMBS...
[2025-12-10T20:32:53.196979] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-10T20:32:53.197009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-10T20:32:53.210536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-10T20:32:53.210828] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-10T20:32:53.211593] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-10T20:32:53.211643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:53.211674] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:53.211700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:53.211765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:53.269441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:53.270126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:53.270203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:53.270235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:53.387347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:53.387499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:53.387540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:53.387586] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:53.391328] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=45.06%)
[2025-12-10T20:32:53.391801] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-10T20:32:53.391926] [INFO ] [sig       ] RMBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:53.531953] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RMBS.txt
[2025-12-10T20:32:53.532077] [INFO ] [sig       ] [2781/3612] Completed RMBS in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:53.532115] [INFO ] [sig       ] [2782/3612] Forecasting RMD...
[2025-12-10T20:32:53.532144] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-10T20:32:53.532173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-10T20:32:53.544157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-10T20:32:53.544500] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-10T20:32:53.545342] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-10T20:32:53.545394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:53.545427] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:53.545454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:53.545512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:53.603189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:53.604169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:53.604251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:53.604282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:53.729424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:53.729593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:53.729633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:53.729660] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:53.733179] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=59.60%)
[2025-12-10T20:32:53.733453] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-10T20:32:53.733570] [INFO ] [sig       ] RMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:53.875755] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RMD.txt
[2025-12-10T20:32:53.875889] [INFO ] [sig       ] [2782/3612] Completed RMD in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:53.875926] [INFO ] [sig       ] [2783/3612] Forecasting RMI...
[2025-12-10T20:32:53.875955] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-10T20:32:53.875983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-10T20:32:53.888199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-10T20:32:53.888551] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-10T20:32:53.889338] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-10T20:32:53.889400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:53.889431] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:53.889457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:53.889511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:53.949960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:53.950821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:53.950901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:53.950933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:54.068495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:54.068677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:54.068724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:54.068754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:54.072462] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-10T20:32:54.072765] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-10T20:32:54.072913] [INFO ] [sig       ] RMI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:54.230866] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RMI.txt
[2025-12-10T20:32:54.231022] [INFO ] [sig       ] [2783/3612] Completed RMI in 0.4s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:54.231062] [INFO ] [sig       ] [2784/3612] Forecasting RMM...
[2025-12-10T20:32:54.231089] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-10T20:32:54.231118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-10T20:32:54.244964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-10T20:32:54.245303] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-10T20:32:54.246114] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-10T20:32:54.246164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:54.246195] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:54.246221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:54.246275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:54.305844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:54.306738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:54.306997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:54.307030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:54.436677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:54.436822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:54.436861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:54.436890] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:54.440647] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2025-12-10T20:32:54.440928] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-10T20:32:54.441051] [INFO ] [sig       ] RMM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:54.584869] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RMM.txt
[2025-12-10T20:32:54.585014] [INFO ] [sig       ] [2784/3612] Completed RMM in 0.4s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:54.585052] [INFO ] [sig       ] [2785/3612] Forecasting RMMZ...
[2025-12-10T20:32:54.585082] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-10T20:32:54.585110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-10T20:32:54.596063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-10T20:32:54.596423] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-10T20:32:54.597187] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-10T20:32:54.597238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:54.597268] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:54.597294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:54.597349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:54.655964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:54.656687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:54.656769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:54.656804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:54.770398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:54.770537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:54.770591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:54.770621] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:54.774247] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-10T20:32:54.774535] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-10T20:32:54.774676] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:54.917904] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RMMZ.txt
[2025-12-10T20:32:54.918055] [INFO ] [sig       ] [2785/3612] Completed RMMZ in 0.3s | 2.87 sym/s | Total: 16.1m | ETA: 4.8m
[2025-12-10T20:32:54.918094] [INFO ] [sig       ] [2786/3612] Forecasting RMNI...
[2025-12-10T20:32:54.918122] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-10T20:32:54.918150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-10T20:32:54.931382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-10T20:32:54.931956] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-10T20:32:54.932748] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-10T20:32:54.932801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:54.932835] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:54.932862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:54.932918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:54.991704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:54.992543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:54.992646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:54.992681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:55.116508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:55.116680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:55.116720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:55.116747] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:55.120215] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-10T20:32:55.120523] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-10T20:32:55.120672] [INFO ] [sig       ] RMNI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:55.267866] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RMNI.txt
[2025-12-10T20:32:55.268078] [INFO ] [sig       ] [2786/3612] Completed RMNI in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:55.268121] [INFO ] [sig       ] [2787/3612] Forecasting RNA...
[2025-12-10T20:32:55.268149] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-10T20:32:55.268178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-10T20:32:55.284019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-10T20:32:55.284655] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-10T20:32:55.285493] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-10T20:32:55.285601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:55.285647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:55.285678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:55.285737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:55.349271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:55.350134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:55.350240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:55.350273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:55.475035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:55.475178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:55.475217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:55.475243] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:55.478747] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-10T20:32:55.479012] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-10T20:32:55.479130] [INFO ] [sig       ] RNA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:55.619970] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RNA.txt
[2025-12-10T20:32:55.620119] [INFO ] [sig       ] [2787/3612] Completed RNA in 0.4s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:55.620159] [INFO ] [sig       ] [2788/3612] Forecasting RNAC...
[2025-12-10T20:32:55.620186] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-10T20:32:55.620214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-10T20:32:55.632281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-10T20:32:55.632632] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-10T20:32:55.633402] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-10T20:32:55.633454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:55.633486] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:55.633511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:55.633566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:55.692775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:55.693617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:55.693706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:55.693738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:55.815799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:55.815950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:55.815990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:55.816018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:55.819426] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-10T20:32:55.819733] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-10T20:32:55.819852] [INFO ] [sig       ] RNAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:55.963469] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RNAC.txt
[2025-12-10T20:32:55.963644] [INFO ] [sig       ] [2788/3612] Completed RNAC in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:55.963685] [INFO ] [sig       ] [2789/3612] Forecasting RNAZ...
[2025-12-10T20:32:55.963713] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-10T20:32:55.963742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-10T20:32:55.975036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-10T20:32:55.975293] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-10T20:32:55.976101] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-10T20:32:55.976151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:55.976181] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:55.976207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:55.976261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:56.034918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:56.035684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:56.035760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:56.035791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:56.157757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:56.157926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:56.157965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:56.157992] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:56.161431] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-10T20:32:56.161726] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-10T20:32:56.162045] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:56.304066] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RNAZ.txt
[2025-12-10T20:32:56.304193] [INFO ] [sig       ] [2789/3612] Completed RNAZ in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:56.304253] [INFO ] [sig       ] [2790/3612] Forecasting RNG...
[2025-12-10T20:32:56.304284] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-10T20:32:56.304313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-10T20:32:56.315927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-10T20:32:56.316189] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-10T20:32:56.316973] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-10T20:32:56.317022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:56.317052] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:56.317078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:56.317133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:56.375057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:56.375742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:56.375818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:56.375849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:56.497527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:56.497923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:56.497992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:56.498020] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:56.501563] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-10T20:32:56.501856] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-10T20:32:56.501975] [INFO ] [sig       ] RNG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:56.647366] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RNG.txt
[2025-12-10T20:32:56.647516] [INFO ] [sig       ] [2790/3612] Completed RNG in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:56.647555] [INFO ] [sig       ] [2791/3612] Forecasting RNP...
[2025-12-10T20:32:56.647606] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-10T20:32:56.647638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-10T20:32:56.659532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-10T20:32:56.660011] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-10T20:32:56.660935] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-10T20:32:56.660984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:56.661014] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:56.661039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:56.661094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:56.720819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:56.721671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:56.721753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:56.721787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:56.843610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:56.843771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:56.843817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:56.843847] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:56.847609] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-10T20:32:56.847923] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-10T20:32:56.848049] [INFO ] [sig       ] RNP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:56.991510] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RNP.txt
[2025-12-10T20:32:56.991683] [INFO ] [sig       ] [2791/3612] Completed RNP in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:56.991725] [INFO ] [sig       ] [2792/3612] Forecasting ROAD...
[2025-12-10T20:32:56.991754] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-10T20:32:56.991784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-10T20:32:57.003526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-10T20:32:57.004039] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-10T20:32:57.004854] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-10T20:32:57.004904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:57.004935] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:57.004960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:57.005016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:57.063847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:57.064742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:57.064827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:57.064859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:57.192255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:57.192406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:57.192448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:57.192475] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:57.195804] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-10T20:32:57.196096] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-10T20:32:57.196225] [INFO ] [sig       ] ROAD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:57.337092] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ROAD.txt
[2025-12-10T20:32:57.337245] [INFO ] [sig       ] [2792/3612] Completed ROAD in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.8m
[2025-12-10T20:32:57.337284] [INFO ] [sig       ] [2793/3612] Forecasting ROCK...
[2025-12-10T20:32:57.337316] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-10T20:32:57.337377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-10T20:32:57.349961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-10T20:32:57.350401] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-10T20:32:57.351448] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-10T20:32:57.351511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:57.351552] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:57.351619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:57.351701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:57.422074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:57.423027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:57.423110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:57.423144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:57.545938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:57.546089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:57.546128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:57.546155] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:57.549733] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-10T20:32:57.550201] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-10T20:32:57.550323] [INFO ] [sig       ] ROCK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:57.706361] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ROCK.txt
[2025-12-10T20:32:57.706512] [INFO ] [sig       ] [2793/3612] Completed ROCK in 0.4s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:57.706553] [INFO ] [sig       ] [2794/3612] Forecasting ROE...
[2025-12-10T20:32:57.706600] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-10T20:32:57.706657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-10T20:32:57.718286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-10T20:32:57.718552] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-10T20:32:57.719478] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-10T20:32:57.719540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:57.719623] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:57.719657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:57.719712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:57.782415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:57.783286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:57.783368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:57.783401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:57.904798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:57.904949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:57.904986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:57.905013] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:57.908631] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-10T20:32:57.909075] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-10T20:32:57.909191] [INFO ] [sig       ] ROE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:58.052713] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ROE.txt
[2025-12-10T20:32:58.052847] [INFO ] [sig       ] [2794/3612] Completed ROE in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:58.052884] [INFO ] [sig       ] [2795/3612] Forecasting ROP...
[2025-12-10T20:32:58.052912] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-10T20:32:58.052940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-10T20:32:58.066993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-10T20:32:58.067469] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-10T20:32:58.068413] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-10T20:32:58.068467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:58.068501] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:58.068528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:58.068611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:58.134415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:58.135661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:58.135772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:58.135814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:58.264766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:58.264920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:58.264959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:58.264986] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:58.268444] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-12-10T20:32:58.268748] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-10T20:32:58.268883] [INFO ] [sig       ] ROP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:58.414220] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ROP.txt
[2025-12-10T20:32:58.414417] [INFO ] [sig       ] [2795/3612] Completed ROP in 0.4s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:58.414464] [INFO ] [sig       ] [2796/3612] Forecasting RPAY...
[2025-12-10T20:32:58.414506] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-10T20:32:58.414549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-10T20:32:58.427794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-10T20:32:58.428220] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-10T20:32:58.428993] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-10T20:32:58.429043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:58.429074] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:58.429099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:58.429153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:58.492529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:58.493433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:58.493520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:58.493553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:58.619595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:58.619754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:58.619794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:58.619821] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:58.623274] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-10T20:32:58.623561] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-10T20:32:58.623715] [INFO ] [sig       ] RPAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:58.775271] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RPAY.txt
[2025-12-10T20:32:58.775424] [INFO ] [sig       ] [2796/3612] Completed RPAY in 0.4s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:58.775462] [INFO ] [sig       ] [2797/3612] Forecasting RPD...
[2025-12-10T20:32:58.775490] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-10T20:32:58.775520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-10T20:32:58.787933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-10T20:32:58.788342] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-10T20:32:58.789151] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-10T20:32:58.789202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:58.789232] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:58.789257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:58.789311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:58.847133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:58.848098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:58.848182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:58.848215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:58.968435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:58.968605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:58.968648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:58.968676] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:58.972336] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-10T20:32:58.972657] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-10T20:32:58.972789] [INFO ] [sig       ] RPD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:32:59.126347] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RPD.txt
[2025-12-10T20:32:59.126503] [INFO ] [sig       ] [2797/3612] Completed RPD in 0.4s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:59.126552] [INFO ] [sig       ] [2798/3612] Forecasting RPID...
[2025-12-10T20:32:59.126602] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-10T20:32:59.126634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-10T20:32:59.138364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-10T20:32:59.138692] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-10T20:32:59.139429] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-10T20:32:59.139479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:59.139517] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:59.139549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:59.139638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:59.196763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:59.197598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:59.197680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:59.197711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:59.329326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:59.329482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:59.329521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:59.329551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:59.332887] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-10T20:32:59.333174] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-10T20:32:59.333297] [INFO ] [sig       ] RPID: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:59.472167] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RPID.txt
[2025-12-10T20:32:59.472318] [INFO ] [sig       ] [2798/3612] Completed RPID in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:59.472357] [INFO ] [sig       ] [2799/3612] Forecasting RPRX...
[2025-12-10T20:32:59.472386] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-10T20:32:59.472415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-10T20:32:59.483821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-10T20:32:59.484197] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-10T20:32:59.484977] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-10T20:32:59.485029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:59.485059] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:59.485085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:59.485139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:59.541645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:59.542471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:59.542554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:59.542603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:59.661871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:59.662028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:59.662066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:59.662095] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:59.665414] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-12-10T20:32:59.665718] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-10T20:32:59.665863] [INFO ] [sig       ] RPRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:32:59.808992] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RPRX.txt
[2025-12-10T20:32:59.809143] [INFO ] [sig       ] [2799/3612] Completed RPRX in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:32:59.809182] [INFO ] [sig       ] [2800/3612] Forecasting RPTX...
[2025-12-10T20:32:59.809212] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-10T20:32:59.809241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-10T20:32:59.820695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-10T20:32:59.821216] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-10T20:32:59.821992] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-10T20:32:59.822042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:32:59.822073] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:32:59.822099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:32:59.822154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:32:59.878763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:32:59.879644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:32:59.879727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:32:59.879759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:32:59.994087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:32:59.994237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:32:59.994275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:32:59.994303] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:32:59.997771] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-10T20:32:59.998050] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-10T20:32:59.998204] [INFO ] [sig       ] RPTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:00.138891] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RPTX.txt
[2025-12-10T20:33:00.139038] [INFO ] [sig       ] [2800/3612] Completed RPTX in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:33:00.139077] [INFO ] [sig       ] [2801/3612] Forecasting RQI...
[2025-12-10T20:33:00.139106] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-10T20:33:00.139136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-10T20:33:00.150649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-10T20:33:00.150995] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-10T20:33:00.151766] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-10T20:33:00.151817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:00.151846] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:00.151871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:00.151925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:00.209217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:00.210078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:00.210159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:00.210192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:00.329673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:00.329827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:00.329865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:00.329910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:00.333215] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-12-10T20:33:00.333492] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-10T20:33:00.333646] [INFO ] [sig       ] RQI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:00.476261] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RQI.txt
[2025-12-10T20:33:00.476386] [INFO ] [sig       ] [2801/3612] Completed RQI in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:33:00.476424] [INFO ] [sig       ] [2802/3612] Forecasting RRBI...
[2025-12-10T20:33:00.476453] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-10T20:33:00.476481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-10T20:33:00.488381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-10T20:33:00.488726] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-10T20:33:00.489598] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-10T20:33:00.489648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:00.489679] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:00.489704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:00.489759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:00.545937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:00.546542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:00.546634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:00.546667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:00.647899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:00.648057] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:33:00.648097] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:00.648126] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:00.651371] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-10T20:33:00.651657] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-10T20:33:00.651775] [INFO ] [sig       ] RRBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:00.797649] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RRBI.txt
[2025-12-10T20:33:00.798002] [INFO ] [sig       ] [2802/3612] Completed RRBI in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:33:00.798047] [INFO ] [sig       ] [2803/3612] Forecasting RRC...
[2025-12-10T20:33:00.798079] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-10T20:33:00.798110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-10T20:33:00.810264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-10T20:33:00.810612] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-10T20:33:00.811535] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-10T20:33:00.811613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:00.811646] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:00.811673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:00.811728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:00.869389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:00.870007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:00.870098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:00.870130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:00.991468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:00.991641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:00.991680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:00.991707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:00.994993] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-10T20:33:00.995256] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-10T20:33:00.995371] [INFO ] [sig       ] RRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:01.139697] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RRC.txt
[2025-12-10T20:33:01.139896] [INFO ] [sig       ] [2803/3612] Completed RRC in 0.3s | 2.87 sym/s | Total: 16.2m | ETA: 4.7m
[2025-12-10T20:33:01.139954] [INFO ] [sig       ] [2804/3612] Forecasting RRGB...
[2025-12-10T20:33:01.139993] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-10T20:33:01.140035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-10T20:33:01.151456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-10T20:33:01.151922] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-10T20:33:01.152797] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-10T20:33:01.152851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:01.152883] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:01.152910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:01.152967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:01.214315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:01.215350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:01.215436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:01.215469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:01.353189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:01.353318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:01.353356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:01.353383] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:01.356826] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-10T20:33:01.357114] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-10T20:33:01.357243] [INFO ] [sig       ] RRGB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:01.495910] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RRGB.txt
[2025-12-10T20:33:01.496049] [INFO ] [sig       ] [2804/3612] Completed RRGB in 0.4s | 2.87 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-10T20:33:01.496089] [INFO ] [sig       ] [2805/3612] Forecasting RRX...
[2025-12-10T20:33:01.496118] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-10T20:33:01.496147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-10T20:33:01.507845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-10T20:33:01.508158] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-10T20:33:01.508926] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-10T20:33:01.508976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:01.509007] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:01.509044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:01.509100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:01.569044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:01.570067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:01.570162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:01.570194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:01.696087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:01.696258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:01.696299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:01.696328] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:01.699964] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-10T20:33:01.700275] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-10T20:33:01.700408] [INFO ] [sig       ] RRX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:01.845714] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RRX.txt
[2025-12-10T20:33:01.845875] [INFO ] [sig       ] [2805/3612] Completed RRX in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-10T20:33:01.845915] [INFO ] [sig       ] [2806/3612] Forecasting RS...
[2025-12-10T20:33:01.845945] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-10T20:33:01.845974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-10T20:33:01.857815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-10T20:33:01.858211] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-10T20:33:01.859005] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-10T20:33:01.859056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:01.859087] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:01.859112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:01.859167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:01.918031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:01.919039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:01.919157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:01.919191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:02.040422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:02.040601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:02.040662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:02.040690] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:02.043994] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-10T20:33:02.044268] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-10T20:33:02.044390] [INFO ] [sig       ] RS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:02.185277] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RS.txt
[2025-12-10T20:33:02.185432] [INFO ] [sig       ] [2806/3612] Completed RS in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-10T20:33:02.185472] [INFO ] [sig       ] [2807/3612] Forecasting RSG...
[2025-12-10T20:33:02.185501] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-10T20:33:02.185529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-10T20:33:02.198546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-10T20:33:02.198923] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-10T20:33:02.199902] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-10T20:33:02.199952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:02.199983] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:02.200008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:02.200062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:02.260239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:02.261298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:02.261386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:02.261419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:02.394856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:02.395054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:02.395094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:02.395122] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:02.399307] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-10T20:33:02.399613] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-10T20:33:02.399762] [INFO ] [sig       ] RSG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:02.544322] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RSG.txt
[2025-12-10T20:33:02.544451] [INFO ] [sig       ] [2807/3612] Completed RSG in 0.4s | 2.87 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-10T20:33:02.544489] [INFO ] [sig       ] [2808/3612] Forecasting RSI...
[2025-12-10T20:33:02.544517] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-10T20:33:02.544545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-10T20:33:02.561402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-10T20:33:02.561927] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-10T20:33:02.563010] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-10T20:33:02.563071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:02.563111] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:02.563146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:02.563222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:02.639396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:02.640353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:02.640438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:02.640469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:02.771992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:02.772139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:02.772175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:02.772201] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:02.776152] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-12-10T20:33:02.776418] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-10T20:33:02.776536] [INFO ] [sig       ] RSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:02.922598] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RSI.txt
[2025-12-10T20:33:02.922755] [INFO ] [sig       ] [2808/3612] Completed RSI in 0.4s | 2.87 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-10T20:33:02.922792] [INFO ] [sig       ] [2809/3612] Forecasting RSKD...
[2025-12-10T20:33:02.922821] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-10T20:33:02.922859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-10T20:33:02.935714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-10T20:33:02.936193] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-10T20:33:02.937154] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-10T20:33:02.937204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:02.937234] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:02.937260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:02.937315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:02.994851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:02.995458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:02.995536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:02.995567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:03.111020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:03.111145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:03.111183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:03.111210] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:03.114566] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-10T20:33:03.114848] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-10T20:33:03.114965] [INFO ] [sig       ] RSKD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:03.253689] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RSKD.txt
[2025-12-10T20:33:03.253807] [INFO ] [sig       ] [2809/3612] Completed RSKD in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.7m
[2025-12-10T20:33:03.253845] [INFO ] [sig       ] [2810/3612] Forecasting RSSS...
[2025-12-10T20:33:03.253872] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-10T20:33:03.253900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-10T20:33:03.264491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-10T20:33:03.264787] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-10T20:33:03.265521] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-10T20:33:03.265591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:03.265625] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:03.265651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:03.265706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:03.321509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:03.322122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:03.322198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:03.322229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:03.435866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:03.436002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:03.436038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:03.436065] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:03.439265] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-10T20:33:03.439527] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-10T20:33:03.439663] [INFO ] [sig       ] RSSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:03.577118] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RSSS.txt
[2025-12-10T20:33:03.577274] [INFO ] [sig       ] [2810/3612] Completed RSSS in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:03.577341] [INFO ] [sig       ] [2811/3612] Forecasting RTO...
[2025-12-10T20:33:03.577370] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-10T20:33:03.577400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-10T20:33:03.589008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-10T20:33:03.589304] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-10T20:33:03.590061] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-10T20:33:03.590111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:03.590143] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:03.590168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:03.590222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:03.647553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:03.648365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:03.648446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:03.648478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:03.774171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:03.774352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:03.774395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:03.774425] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:03.777817] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-10T20:33:03.778092] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-10T20:33:03.778210] [INFO ] [sig       ] RTO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:03.919081] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RTO.txt
[2025-12-10T20:33:03.919235] [INFO ] [sig       ] [2811/3612] Completed RTO in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:03.919273] [INFO ] [sig       ] [2812/3612] Forecasting RUM...
[2025-12-10T20:33:03.919303] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-10T20:33:03.919332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-10T20:33:03.931677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-10T20:33:03.932043] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-10T20:33:03.932894] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-10T20:33:03.932946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:03.932976] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:03.933001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:03.933055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:03.990596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:03.991431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:03.991511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:03.991542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:04.112344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:04.112467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:04.112502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:04.112530] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:04.116345] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-10T20:33:04.116626] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-10T20:33:04.116749] [INFO ] [sig       ] RUM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:04.259872] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RUM.txt
[2025-12-10T20:33:04.260023] [INFO ] [sig       ] [2812/3612] Completed RUM in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:04.260064] [INFO ] [sig       ] [2813/3612] Forecasting RUN...
[2025-12-10T20:33:04.260093] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-10T20:33:04.260122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-10T20:33:04.273368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-10T20:33:04.273677] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-10T20:33:04.274606] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-10T20:33:04.274656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:04.274685] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:04.274711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:04.274764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:04.333239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:04.334009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:04.334088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:04.334120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:04.460764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:04.460940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:04.460980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:04.461202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:04.465292] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-10T20:33:04.465565] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-10T20:33:04.465725] [INFO ] [sig       ] RUN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:04.607918] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RUN.txt
[2025-12-10T20:33:04.608076] [INFO ] [sig       ] [2813/3612] Completed RUN in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:04.608117] [INFO ] [sig       ] [2814/3612] Forecasting RUNN...
[2025-12-10T20:33:04.608145] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-10T20:33:04.608172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-10T20:33:04.620255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-10T20:33:04.620540] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-10T20:33:04.621298] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-10T20:33:04.621348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:04.621378] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:04.621430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:04.621487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:04.681383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:04.682166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:04.682245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:04.682276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:04.809037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:04.809186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:04.809223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:04.809251] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:04.812533] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-10T20:33:04.812816] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-10T20:33:04.812934] [INFO ] [sig       ] RUNN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:04.956208] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RUNN.txt
[2025-12-10T20:33:04.956360] [INFO ] [sig       ] [2814/3612] Completed RUNN in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:04.956398] [INFO ] [sig       ] [2815/3612] Forecasting RUSHA...
[2025-12-10T20:33:04.956430] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-10T20:33:04.956459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-10T20:33:04.968799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-10T20:33:04.969181] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-10T20:33:04.969966] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-10T20:33:04.970016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:04.970046] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:04.970072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:04.970126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:05.028526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:05.029368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:05.029450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:05.029482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:05.148626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:05.148790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:05.148829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:05.148856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:05.152588] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-10T20:33:05.152858] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-10T20:33:05.153176] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:05.296209] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RUSHA.txt
[2025-12-10T20:33:05.296358] [INFO ] [sig       ] [2815/3612] Completed RUSHA in 0.3s | 2.87 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:05.296396] [INFO ] [sig       ] [2816/3612] Forecasting RUSHB...
[2025-12-10T20:33:05.296424] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-10T20:33:05.296454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-10T20:33:05.308561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-10T20:33:05.308935] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-10T20:33:05.309746] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-10T20:33:05.309809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:05.309843] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:05.309871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:05.309938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:05.366021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:05.366840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:05.366919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:05.366950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:05.471890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:05.472069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:05.472109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:05.472136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:05.475888] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-10T20:33:05.476364] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-10T20:33:05.476495] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:05.619881] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RUSHB.txt
[2025-12-10T20:33:05.620037] [INFO ] [sig       ] [2816/3612] Completed RUSHB in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:05.620075] [INFO ] [sig       ] [2817/3612] Forecasting RVMD...
[2025-12-10T20:33:05.620102] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-10T20:33:05.620130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-10T20:33:05.632712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-10T20:33:05.633019] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-10T20:33:05.633779] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-10T20:33:05.633828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:05.633859] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:05.633884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:05.633939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:05.692666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:05.693336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:05.693413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:05.693446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:05.826981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:05.827134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:05.827171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:05.827199] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:05.832209] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-10T20:33:05.832496] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-10T20:33:05.832660] [INFO ] [sig       ] RVMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:05.983412] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RVMD.txt
[2025-12-10T20:33:05.983537] [INFO ] [sig       ] [2817/3612] Completed RVMD in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:05.983591] [INFO ] [sig       ] [2818/3612] Forecasting RVSB...
[2025-12-10T20:33:05.983622] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-10T20:33:05.983653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-10T20:33:05.995493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-10T20:33:05.995792] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-10T20:33:05.996564] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-10T20:33:05.996649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:05.996683] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:05.996709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:05.996772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:06.057928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:06.058722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:06.058803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:06.058836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:06.173309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:06.173456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:06.173494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:06.173521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:06.176800] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=39.68%)
[2025-12-10T20:33:06.177067] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-10T20:33:06.177181] [INFO ] [sig       ] RVSB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:06.323946] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RVSB.txt
[2025-12-10T20:33:06.324079] [INFO ] [sig       ] [2818/3612] Completed RVSB in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:06.324122] [INFO ] [sig       ] [2819/3612] Forecasting RVTY...
[2025-12-10T20:33:06.324149] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-10T20:33:06.324182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-10T20:33:06.335394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-10T20:33:06.335723] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-10T20:33:06.336494] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-10T20:33:06.336546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:06.336602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:06.336636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:06.336693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:06.394980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:06.395628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:06.395713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:06.395770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:06.515016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:06.515156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:06.515194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:06.515221] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:06.518483] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-10T20:33:06.518769] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-10T20:33:06.518892] [INFO ] [sig       ] RVTY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:06.669755] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RVTY.txt
[2025-12-10T20:33:06.669881] [INFO ] [sig       ] [2819/3612] Completed RVTY in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:06.669918] [INFO ] [sig       ] [2820/3612] Forecasting RWAY...
[2025-12-10T20:33:06.669944] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-10T20:33:06.669971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-10T20:33:06.681059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-10T20:33:06.681342] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-10T20:33:06.682119] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-10T20:33:06.682170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:06.682202] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:06.682229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:06.682284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:06.741701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:06.742595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:06.742679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:06.742713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:06.865942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:06.866108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:06.866150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:06.866179] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:06.869675] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-10T20:33:06.869963] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-10T20:33:06.870089] [INFO ] [sig       ] RWAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:07.023120] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RWAY.txt
[2025-12-10T20:33:07.023268] [INFO ] [sig       ] [2820/3612] Completed RWAY in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.6m
[2025-12-10T20:33:07.023311] [INFO ] [sig       ] [2821/3612] Forecasting RXO...
[2025-12-10T20:33:07.023341] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-10T20:33:07.023370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-10T20:33:07.034372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-10T20:33:07.034693] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-10T20:33:07.035508] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-10T20:33:07.035560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:07.035612] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:07.035639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:07.035696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:07.098967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:07.099887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:07.099975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:07.100009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:07.221559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:07.221741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:07.221778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:07.221805] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:07.225156] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-10T20:33:07.225429] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-10T20:33:07.225552] [INFO ] [sig       ] RXO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:07.372362] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RXO.txt
[2025-12-10T20:33:07.372508] [INFO ] [sig       ] [2821/3612] Completed RXO in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:07.372548] [INFO ] [sig       ] [2822/3612] Forecasting RXRX...
[2025-12-10T20:33:07.372596] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-10T20:33:07.372627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-10T20:33:07.388423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-10T20:33:07.389028] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-10T20:33:07.390004] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-10T20:33:07.390060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:07.390289] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:07.390324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:07.390398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:07.455701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:07.457299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:07.457411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:07.457450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:07.592975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:07.593249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:07.593305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:07.593336] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:07.597839] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-10T20:33:07.598500] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-10T20:33:07.598686] [INFO ] [sig       ] RXRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:07.759682] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RXRX.txt
[2025-12-10T20:33:07.759884] [INFO ] [sig       ] [2822/3612] Completed RXRX in 0.4s | 2.87 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:07.759928] [INFO ] [sig       ] [2823/3612] Forecasting RY...
[2025-12-10T20:33:07.759962] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-10T20:33:07.759992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-10T20:33:07.773794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-10T20:33:07.774155] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-10T20:33:07.775004] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-10T20:33:07.775059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:07.775101] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:07.775140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:07.775218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:07.839048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:07.840032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:07.840117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:07.840150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:07.965613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:07.965780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:07.965820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:07.965847] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:07.969543] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-10T20:33:07.969863] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-10T20:33:07.969987] [INFO ] [sig       ] RY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:08.109935] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RY.txt
[2025-12-10T20:33:08.110064] [INFO ] [sig       ] [2823/3612] Completed RY in 0.4s | 2.87 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:08.110101] [INFO ] [sig       ] [2824/3612] Forecasting RYAAY...
[2025-12-10T20:33:08.110131] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-10T20:33:08.110160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-10T20:33:08.123500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-10T20:33:08.123801] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-10T20:33:08.124791] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-10T20:33:08.124840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:08.124870] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:08.124897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:08.124952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:08.183416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:08.184165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:08.184277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:08.184309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:08.306959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:08.307123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:08.307162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:08.307189] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:08.311003] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-12-10T20:33:08.311291] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-10T20:33:08.311418] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:08.453898] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RYAAY.txt
[2025-12-10T20:33:08.454220] [INFO ] [sig       ] [2824/3612] Completed RYAAY in 0.3s | 2.87 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:08.454259] [INFO ] [sig       ] [2825/3612] Forecasting RYAM...
[2025-12-10T20:33:08.454287] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-10T20:33:08.454315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-10T20:33:08.465794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-10T20:33:08.466064] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-10T20:33:08.466824] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-10T20:33:08.466874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:08.466904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:08.466930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:08.466984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:08.526323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:08.527005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:08.527081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:08.527112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:08.661297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:08.661483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:08.661522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:08.661552] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:08.665618] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=46.29%)
[2025-12-10T20:33:08.665911] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-10T20:33:08.666225] [INFO ] [sig       ] RYAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:08.815940] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RYAM.txt
[2025-12-10T20:33:08.816097] [INFO ] [sig       ] [2825/3612] Completed RYAM in 0.4s | 2.87 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:08.816137] [INFO ] [sig       ] [2826/3612] Forecasting RYAN...
[2025-12-10T20:33:08.816167] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-10T20:33:08.816199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-10T20:33:08.828660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-10T20:33:08.829030] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-10T20:33:08.829791] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-10T20:33:08.829841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:08.829871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:08.829896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:08.829954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:08.889331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:08.890284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:08.890367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:08.890399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:09.007862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:09.008030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:09.008069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:09.008097] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:09.011755] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-10T20:33:09.012126] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-10T20:33:09.012276] [INFO ] [sig       ] RYAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:09.153369] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RYAN.txt
[2025-12-10T20:33:09.153504] [INFO ] [sig       ] [2826/3612] Completed RYAN in 0.3s | 2.87 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:09.153542] [INFO ] [sig       ] [2827/3612] Forecasting RYI...
[2025-12-10T20:33:09.153589] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-10T20:33:09.153620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-10T20:33:09.164785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-10T20:33:09.165073] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-10T20:33:09.165827] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-10T20:33:09.165877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:09.165908] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:09.165934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:09.165988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:09.224183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:09.224823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:09.224905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:09.224936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:09.349467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:09.349625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:09.349664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:09.349693] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:09.353054] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2025-12-10T20:33:09.353327] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-10T20:33:09.353449] [INFO ] [sig       ] RYI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:09.504115] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RYI.txt
[2025-12-10T20:33:09.504293] [INFO ] [sig       ] [2827/3612] Completed RYI in 0.4s | 2.87 sym/s | Total: 16.4m | ETA: 4.6m
[2025-12-10T20:33:09.504333] [INFO ] [sig       ] [2828/3612] Forecasting RYN...
[2025-12-10T20:33:09.504361] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-10T20:33:09.504392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-10T20:33:09.515839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-10T20:33:09.516190] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-10T20:33:09.516973] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-10T20:33:09.517024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:09.517054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:09.517079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:09.517134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:09.574146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:09.575011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:09.575092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:09.575123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:09.689464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:09.689652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:09.689690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:09.689718] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:09.693117] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-10T20:33:09.693402] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-10T20:33:09.693529] [INFO ] [sig       ] RYN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:09.831286] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RYN.txt
[2025-12-10T20:33:09.831445] [INFO ] [sig       ] [2828/3612] Completed RYN in 0.3s | 2.87 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:09.831484] [INFO ] [sig       ] [2829/3612] Forecasting RYTM...
[2025-12-10T20:33:09.831513] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-10T20:33:09.831541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-10T20:33:09.843208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-10T20:33:09.843544] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-10T20:33:09.844300] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-10T20:33:09.844349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:09.844391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:09.844418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:09.844473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:09.900105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:09.900738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:09.900814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:09.900845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:10.021434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:10.021602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:10.021642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:10.021669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:10.024960] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-10T20:33:10.025222] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-10T20:33:10.025339] [INFO ] [sig       ] RYTM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:10.165763] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RYTM.txt
[2025-12-10T20:33:10.165892] [INFO ] [sig       ] [2829/3612] Completed RYTM in 0.3s | 2.87 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:10.165930] [INFO ] [sig       ] [2830/3612] Forecasting RZB...
[2025-12-10T20:33:10.165959] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-10T20:33:10.165988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-10T20:33:10.177089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-10T20:33:10.177395] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-10T20:33:10.178177] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-10T20:33:10.178227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:10.178257] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:10.178281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:10.178334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:10.233963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:10.234670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:10.234748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:10.234780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:10.348825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:10.348983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:10.349021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:10.349049] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:10.352354] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-10T20:33:10.352653] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-10T20:33:10.352776] [INFO ] [sig       ] RZB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:10.492214] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/RZB.txt
[2025-12-10T20:33:10.492370] [INFO ] [sig       ] [2830/3612] Completed RZB in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:10.492409] [INFO ] [sig       ] [2831/3612] Forecasting RZC...
[2025-12-10T20:33:10.492438] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-10T20:33:10.492466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-10T20:33:10.503921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-10T20:33:10.504297] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-10T20:33:10.505080] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-10T20:33:10.505130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:10.505189] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:10.505217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:10.505272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:10.561398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:10.562264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:10.562345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:10.562375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:10.681302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:10.681451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:10.681490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:10.681517] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:10.685699] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-10T20:33:10.685998] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-10T20:33:10.686304] [INFO ] [sig       ] RZC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:10.826078] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/RZC.txt
[2025-12-10T20:33:10.826209] [INFO ] [sig       ] [2831/3612] Completed RZC in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:10.826246] [INFO ] [sig       ] [2832/3612] Forecasting S...
[2025-12-10T20:33:10.826275] [INFO ] [sig       ] Generating forecast for: S
[2025-12-10T20:33:10.826303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-10T20:33:10.838423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-10T20:33:10.838711] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-10T20:33:10.839439] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-10T20:33:10.839488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:10.839518] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:10.839543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:10.839615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:10.900861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:10.901477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:10.901552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:10.901601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:11.026728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:11.026882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:11.026919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:11.026947] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:11.030244] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-10T20:33:11.030516] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-10T20:33:11.030657] [INFO ] [sig       ] S: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:11.171374] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/S.txt
[2025-12-10T20:33:11.171500] [INFO ] [sig       ] [2832/3612] Completed S in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:11.171536] [INFO ] [sig       ] [2833/3612] Forecasting SA...
[2025-12-10T20:33:11.171585] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-10T20:33:11.171618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-10T20:33:11.182752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-10T20:33:11.183039] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-10T20:33:11.183801] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-10T20:33:11.183851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:11.183884] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:11.183911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:11.183966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:11.241894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:11.242517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:11.242607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:11.242641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:11.368103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:11.368251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:11.368288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:11.368315] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:11.371737] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-10T20:33:11.372009] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-10T20:33:11.372127] [INFO ] [sig       ] SA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:11.514863] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SA.txt
[2025-12-10T20:33:11.514993] [INFO ] [sig       ] [2833/3612] Completed SA in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:11.515034] [INFO ] [sig       ] [2834/3612] Forecasting SAFE...
[2025-12-10T20:33:11.515062] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-10T20:33:11.515091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-10T20:33:11.527766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-10T20:33:11.528048] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-10T20:33:11.528823] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-10T20:33:11.528883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:11.528920] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:11.528951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:11.529009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:11.587809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:11.588549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:11.588647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:11.588680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:11.716174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:11.716325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:11.716361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:11.716388] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:11.719789] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=78.09%)
[2025-12-10T20:33:11.720203] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-10T20:33:11.720320] [INFO ] [sig       ] SAFE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:11.865401] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SAFE.txt
[2025-12-10T20:33:11.865543] [INFO ] [sig       ] [2834/3612] Completed SAFE in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:11.865601] [INFO ] [sig       ] [2835/3612] Forecasting SAH...
[2025-12-10T20:33:11.865631] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-10T20:33:11.865659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-10T20:33:11.877691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-10T20:33:11.878022] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-10T20:33:11.878777] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-10T20:33:11.878835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:11.878872] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:11.878903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:11.878980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:11.941564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:11.942416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:11.942497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:11.942529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:12.065771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:12.065914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:12.065951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:12.065977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:12.069266] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-10T20:33:12.069532] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-10T20:33:12.069668] [INFO ] [sig       ] SAH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:12.220817] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SAH.txt
[2025-12-10T20:33:12.220966] [INFO ] [sig       ] [2835/3612] Completed SAH in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:12.221004] [INFO ] [sig       ] [2836/3612] Forecasting SAIA...
[2025-12-10T20:33:12.221033] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-10T20:33:12.221063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-10T20:33:12.232115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-10T20:33:12.232431] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-10T20:33:12.233182] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-10T20:33:12.233231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:12.233261] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:12.233286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:12.233340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:12.289624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:12.290364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:12.290440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:12.290471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:12.411966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:12.412114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:12.412153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:12.412197] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:12.415454] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-10T20:33:12.415734] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-10T20:33:12.415854] [INFO ] [sig       ] SAIA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:12.555845] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SAIA.txt
[2025-12-10T20:33:12.555981] [INFO ] [sig       ] [2836/3612] Completed SAIA in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:12.556019] [INFO ] [sig       ] [2837/3612] Forecasting SAIC...
[2025-12-10T20:33:12.556048] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-10T20:33:12.556077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-10T20:33:12.568244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-10T20:33:12.568644] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-10T20:33:12.569404] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-10T20:33:12.569454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:12.569484] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:12.569508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:12.569562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:12.627206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:12.628017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:12.628098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:12.628316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:12.760642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:12.760791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:12.760830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:12.760857] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:12.764194] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-10T20:33:12.764472] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-10T20:33:12.764612] [INFO ] [sig       ] SAIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:12.910526] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SAIC.txt
[2025-12-10T20:33:12.910695] [INFO ] [sig       ] [2837/3612] Completed SAIC in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.5m
[2025-12-10T20:33:12.910738] [INFO ] [sig       ] [2838/3612] Forecasting SAM...
[2025-12-10T20:33:12.910766] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-10T20:33:12.910795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-10T20:33:12.922136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-10T20:33:12.922452] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-10T20:33:12.923264] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-10T20:33:12.923315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:12.923347] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:12.923373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:12.923429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:12.983108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:12.983979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:12.984062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:12.984112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:13.108248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:13.108403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:13.108442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:13.108469] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:13.112328] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-10T20:33:13.112623] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-10T20:33:13.112748] [INFO ] [sig       ] SAM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:13.253840] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SAM.txt
[2025-12-10T20:33:13.253979] [INFO ] [sig       ] [2838/3612] Completed SAM in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:13.254019] [INFO ] [sig       ] [2839/3612] Forecasting SAMG...
[2025-12-10T20:33:13.254047] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-10T20:33:13.254076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-10T20:33:13.265642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-10T20:33:13.265934] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-10T20:33:13.266870] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-10T20:33:13.266920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:13.266951] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:13.266976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:13.267220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:13.325748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:13.326495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:13.326592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:13.326626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:13.462092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:13.462248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:13.462287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:13.462315] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:13.465946] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-10T20:33:13.466276] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-10T20:33:13.466417] [INFO ] [sig       ] SAMG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:13.606252] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SAMG.txt
[2025-12-10T20:33:13.606411] [INFO ] [sig       ] [2839/3612] Completed SAMG in 0.4s | 2.88 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:13.606449] [INFO ] [sig       ] [2840/3612] Forecasting SAN...
[2025-12-10T20:33:13.606478] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-10T20:33:13.606506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-10T20:33:13.624685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-10T20:33:13.625421] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-10T20:33:13.626835] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-10T20:33:13.626917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:13.626971] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:13.627045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:13.627143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:13.696345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:13.697633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:13.697785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:13.697821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:13.829715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:13.829961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:13.830014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:13.830051] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:13.834382] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-10T20:33:13.834884] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-10T20:33:13.835093] [INFO ] [sig       ] SAN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:14.042973] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SAN.txt
[2025-12-10T20:33:14.043306] [INFO ] [sig       ] [2840/3612] Completed SAN in 0.4s | 2.87 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:14.043375] [INFO ] [sig       ] [2841/3612] Forecasting SANA...
[2025-12-10T20:33:14.043416] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-10T20:33:14.043459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-10T20:33:14.060637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-10T20:33:14.061168] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-10T20:33:14.062334] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-10T20:33:14.062404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:14.062449] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:14.062489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:14.062612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:14.149561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:14.150837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:14.151006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:14.151060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:14.318705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:14.318902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:14.318965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:14.319014] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:14.323404] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-12-10T20:33:14.323820] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-10T20:33:14.323983] [INFO ] [sig       ] SANA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:14.540698] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SANA.txt
[2025-12-10T20:33:14.540924] [INFO ] [sig       ] [2841/3612] Completed SANA in 0.5s | 2.87 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:14.540989] [INFO ] [sig       ] [2842/3612] Forecasting SANM...
[2025-12-10T20:33:14.541040] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-10T20:33:14.541088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-10T20:33:14.557456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-10T20:33:14.558049] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-10T20:33:14.559333] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-10T20:33:14.559407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:14.559460] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:14.559506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:14.559619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:14.646797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:14.648120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:14.648246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:14.648294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:14.810497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:14.810694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:14.810747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:14.810786] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:14.814447] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-12-10T20:33:14.814787] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-10T20:33:14.814965] [INFO ] [sig       ] SANM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:14.962830] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SANM.txt
[2025-12-10T20:33:14.962993] [INFO ] [sig       ] [2842/3612] Completed SANM in 0.4s | 2.87 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:14.963035] [INFO ] [sig       ] [2843/3612] Forecasting SAP...
[2025-12-10T20:33:14.963064] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-10T20:33:14.963094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-10T20:33:14.975660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-10T20:33:14.976084] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-10T20:33:14.977013] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-10T20:33:14.977077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:14.977112] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:14.977139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:14.977199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:15.036126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:15.037055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:15.037139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:15.037173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:15.163768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:15.163915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:15.163960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:15.163994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:15.167360] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-10T20:33:15.167863] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-10T20:33:15.167988] [INFO ] [sig       ] SAP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:15.310278] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SAP.txt
[2025-12-10T20:33:15.310418] [INFO ] [sig       ] [2843/3612] Completed SAP in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:15.310458] [INFO ] [sig       ] [2844/3612] Forecasting SARK...
[2025-12-10T20:33:15.310486] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-10T20:33:15.310520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-10T20:33:15.321322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-10T20:33:15.321619] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-10T20:33:15.322362] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-10T20:33:15.322411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:15.322443] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:15.322469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:15.322524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:15.379329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:15.380005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:15.380093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:15.380124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:15.497645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:15.497795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:15.497834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:15.497861] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:15.501190] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-10T20:33:15.501455] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-10T20:33:15.501591] [INFO ] [sig       ] SARK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:15.641083] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SARK.txt
[2025-12-10T20:33:15.641243] [INFO ] [sig       ] [2844/3612] Completed SARK in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.5m
[2025-12-10T20:33:15.641283] [INFO ] [sig       ] [2845/3612] Forecasting SATL...
[2025-12-10T20:33:15.641312] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-10T20:33:15.641340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-10T20:33:15.652088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-10T20:33:15.652404] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-10T20:33:15.653191] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-10T20:33:15.653246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:15.653279] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:15.653307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:15.653364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:15.709971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:15.710616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:15.710693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:15.710724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:15.831417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:15.831584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:15.831634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:15.831662] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:15.834953] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-10T20:33:15.835223] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-10T20:33:15.835345] [INFO ] [sig       ] SATL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:15.974056] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SATL.txt
[2025-12-10T20:33:15.974190] [INFO ] [sig       ] [2845/3612] Completed SATL in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:15.974229] [INFO ] [sig       ] [2846/3612] Forecasting SATS...
[2025-12-10T20:33:15.974257] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-10T20:33:15.974285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-10T20:33:15.985361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-10T20:33:15.985659] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-10T20:33:15.986393] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-10T20:33:15.986444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:15.986475] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:15.986501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:15.986555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:16.042769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:16.043354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:16.043429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:16.043460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:16.166622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:16.166770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:16.166808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:16.166835] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:16.170095] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-10T20:33:16.170367] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-10T20:33:16.170486] [INFO ] [sig       ] SATS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:16.309503] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SATS.txt
[2025-12-10T20:33:16.309647] [INFO ] [sig       ] [2846/3612] Completed SATS in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:16.309687] [INFO ] [sig       ] [2847/3612] Forecasting SAVA...
[2025-12-10T20:33:16.309716] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-10T20:33:16.309744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-10T20:33:16.321133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-10T20:33:16.321427] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-10T20:33:16.322193] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-10T20:33:16.322242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:16.322273] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:16.322299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:16.322354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:16.378924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:16.379765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:16.379845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:16.379875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:16.497159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:16.497309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:16.497347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:16.497376] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:16.500748] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-12-10T20:33:16.501013] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-10T20:33:16.501131] [INFO ] [sig       ] SAVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:16.639071] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SAVA.txt
[2025-12-10T20:33:16.639219] [INFO ] [sig       ] [2847/3612] Completed SAVA in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:16.639258] [INFO ] [sig       ] [2848/3612] Forecasting SB...
[2025-12-10T20:33:16.639286] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-10T20:33:16.639314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-10T20:33:16.650759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-10T20:33:16.651080] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-10T20:33:16.651843] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-10T20:33:16.651893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:16.651948] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:16.651975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:16.652030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:16.707852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:16.708602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:16.708679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:16.708710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:16.823160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:16.823311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:16.823350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:16.823377] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:16.826692] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-12-10T20:33:16.826959] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-10T20:33:16.827076] [INFO ] [sig       ] SB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:16.965064] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SB.txt
[2025-12-10T20:33:16.965192] [INFO ] [sig       ] [2848/3612] Completed SB in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:16.965231] [INFO ] [sig       ] [2849/3612] Forecasting SBAC...
[2025-12-10T20:33:16.965259] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-10T20:33:16.965286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-10T20:33:16.976325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-10T20:33:16.976623] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-10T20:33:16.977368] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-10T20:33:16.977416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:16.977446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:16.977473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:16.977526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:17.033952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:17.034614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:17.034690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:17.034721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:17.156436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:17.156623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:17.156664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:17.156692] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:17.160151] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-12-10T20:33:17.160453] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-10T20:33:17.160595] [INFO ] [sig       ] SBAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:17.309303] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SBAC.txt
[2025-12-10T20:33:17.309453] [INFO ] [sig       ] [2849/3612] Completed SBAC in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:17.309490] [INFO ] [sig       ] [2850/3612] Forecasting SBCF...
[2025-12-10T20:33:17.309519] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-10T20:33:17.309548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-10T20:33:17.322116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-10T20:33:17.322486] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-10T20:33:17.323502] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-10T20:33:17.323554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:17.323620] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:17.323649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:17.323704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:17.383812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:17.384745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:17.384829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:17.384861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:17.508366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:17.508525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:17.508563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:17.508609] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:17.512123] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2025-12-10T20:33:17.512397] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-10T20:33:17.512520] [INFO ] [sig       ] SBCF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:17.656095] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBCF.txt
[2025-12-10T20:33:17.656237] [INFO ] [sig       ] [2850/3612] Completed SBCF in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:17.656276] [INFO ] [sig       ] [2851/3612] Forecasting SBFM...
[2025-12-10T20:33:17.656304] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-10T20:33:17.656333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-10T20:33:17.667957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-10T20:33:17.668246] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-10T20:33:17.669023] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-10T20:33:17.669083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:17.669119] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:17.669149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:17.669203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:17.729683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:17.730601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:17.730692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:17.730723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:17.853184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:17.853513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:17.853551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:17.853627] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:17.857005] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-10T20:33:17.857293] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-10T20:33:17.857419] [INFO ] [sig       ] SBFM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:18.002795] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBFM.txt
[2025-12-10T20:33:18.002928] [INFO ] [sig       ] [2851/3612] Completed SBFM in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:18.002968] [INFO ] [sig       ] [2852/3612] Forecasting SBGI...
[2025-12-10T20:33:18.002998] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-10T20:33:18.003027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-10T20:33:18.014517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-10T20:33:18.014827] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-10T20:33:18.015603] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-10T20:33:18.015654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:18.015686] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:18.015713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:18.015768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:18.073925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:18.074562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:18.074653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:18.074685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:18.193727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:18.193878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:18.193915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:18.193942] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:18.197274] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-10T20:33:18.197548] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-10T20:33:18.197690] [INFO ] [sig       ] SBGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:18.351872] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBGI.txt
[2025-12-10T20:33:18.352025] [INFO ] [sig       ] [2852/3612] Completed SBGI in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:18.352067] [INFO ] [sig       ] [2853/3612] Forecasting SBH...
[2025-12-10T20:33:18.352098] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-10T20:33:18.352128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-10T20:33:18.364175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-10T20:33:18.364710] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-10T20:33:18.365460] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-10T20:33:18.365523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:18.365555] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:18.365602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:18.365661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:18.424058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:18.424743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:18.424820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:18.424851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:18.555763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:18.555926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:18.555977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:18.556017] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:18.559688] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-10T20:33:18.559975] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-10T20:33:18.560134] [INFO ] [sig       ] SBH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:18.712288] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBH.txt
[2025-12-10T20:33:18.712445] [INFO ] [sig       ] [2853/3612] Completed SBH in 0.4s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:18.712485] [INFO ] [sig       ] [2854/3612] Forecasting SBI...
[2025-12-10T20:33:18.712514] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-10T20:33:18.712543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-10T20:33:18.723960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-10T20:33:18.724358] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-10T20:33:18.725188] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-10T20:33:18.725239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:18.725269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:18.725294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:18.725348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:18.784011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:18.784861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:18.784941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:18.784972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:18.903304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:18.903446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:18.903482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:18.903509] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:18.906903] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-10T20:33:18.907164] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-10T20:33:18.907456] [INFO ] [sig       ] SBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:19.049091] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SBI.txt
[2025-12-10T20:33:19.049216] [INFO ] [sig       ] [2854/3612] Completed SBI in 0.3s | 2.87 sym/s | Total: 16.5m | ETA: 4.4m
[2025-12-10T20:33:19.049256] [INFO ] [sig       ] [2855/3612] Forecasting SBLK...
[2025-12-10T20:33:19.049285] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-10T20:33:19.049313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-10T20:33:19.061030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-10T20:33:19.061323] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-10T20:33:19.062084] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-10T20:33:19.062133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:19.062164] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:19.062198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:19.062252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:19.120237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:19.120876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:19.120957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:19.120989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:19.240632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:19.240783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:19.240822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:19.240850] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:19.244162] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-10T20:33:19.244432] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-10T20:33:19.244553] [INFO ] [sig       ] SBLK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:19.384877] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBLK.txt
[2025-12-10T20:33:19.384999] [INFO ] [sig       ] [2855/3612] Completed SBLK in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:19.385040] [INFO ] [sig       ] [2856/3612] Forecasting SBRA...
[2025-12-10T20:33:19.385068] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-10T20:33:19.385098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-10T20:33:19.396905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-10T20:33:19.397287] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-10T20:33:19.398130] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-10T20:33:19.398182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:19.398213] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:19.398238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:19.398292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:19.460379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:19.461475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:19.461773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:19.461809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:19.583492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:19.583659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:19.583698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:19.583724] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:19.587192] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=49.36%)
[2025-12-10T20:33:19.587456] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-10T20:33:19.587591] [INFO ] [sig       ] SBRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:19.727103] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBRA.txt
[2025-12-10T20:33:19.727241] [INFO ] [sig       ] [2856/3612] Completed SBRA in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:19.727285] [INFO ] [sig       ] [2857/3612] Forecasting SBS...
[2025-12-10T20:33:19.727314] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-10T20:33:19.727344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-10T20:33:19.738473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-10T20:33:19.738763] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-10T20:33:19.739504] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-10T20:33:19.739553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:19.739602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:19.739633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:19.739688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:19.796021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:19.796635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:19.796714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:19.796746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:19.925404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:19.925553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:19.925608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:19.925638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:19.929050] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2025-12-10T20:33:19.929518] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-10T20:33:19.929654] [INFO ] [sig       ] SBS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:20.071799] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SBS.txt
[2025-12-10T20:33:20.071932] [INFO ] [sig       ] [2857/3612] Completed SBS in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:20.071968] [INFO ] [sig       ] [2858/3612] Forecasting SBSI...
[2025-12-10T20:33:20.071996] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-10T20:33:20.072025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-10T20:33:20.082977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-10T20:33:20.083252] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-10T20:33:20.084016] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-10T20:33:20.084070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:20.084100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:20.084126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:20.084181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:20.139422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:20.140069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:20.140168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:20.140200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:20.254220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:20.254361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:20.254398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:20.254425] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:20.258065] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-10T20:33:20.258346] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-10T20:33:20.258463] [INFO ] [sig       ] SBSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:20.400297] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SBSI.txt
[2025-12-10T20:33:20.400422] [INFO ] [sig       ] [2858/3612] Completed SBSI in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:20.400459] [INFO ] [sig       ] [2859/3612] Forecasting SBUX...
[2025-12-10T20:33:20.400489] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-10T20:33:20.400518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-10T20:33:20.412963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-10T20:33:20.413227] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-10T20:33:20.414384] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-10T20:33:20.414434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:20.414465] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:20.414490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:20.414543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:20.473700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:20.474766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:20.474849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:20.474881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:20.602172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:20.602327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:20.602368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:20.602396] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:20.605825] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=47.70%)
[2025-12-10T20:33:20.606123] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-10T20:33:20.606254] [INFO ] [sig       ] SBUX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:20.747449] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SBUX.txt
[2025-12-10T20:33:20.747613] [INFO ] [sig       ] [2859/3612] Completed SBUX in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:20.747655] [INFO ] [sig       ] [2860/3612] Forecasting SCD...
[2025-12-10T20:33:20.747684] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-10T20:33:20.747712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-10T20:33:20.759663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-10T20:33:20.760073] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-10T20:33:20.760940] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-10T20:33:20.760993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:20.761025] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:20.761053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:20.761109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:20.819397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:20.820255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:20.820339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:20.820370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:20.940083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:20.940232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:20.940287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:20.940317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:20.943616] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-10T20:33:20.943881] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-10T20:33:20.943999] [INFO ] [sig       ] SCD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:21.092654] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SCD.txt
[2025-12-10T20:33:21.092812] [INFO ] [sig       ] [2860/3612] Completed SCD in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:21.092852] [INFO ] [sig       ] [2861/3612] Forecasting SCHL...
[2025-12-10T20:33:21.092882] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-10T20:33:21.092913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-10T20:33:21.106192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-10T20:33:21.106479] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-10T20:33:21.107423] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-10T20:33:21.107476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:21.107507] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:21.107535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:21.107609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:21.166174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:21.166885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:21.166964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:21.166997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:21.293465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:21.293635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:21.293676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:21.293707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:21.297074] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-10T20:33:21.297353] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-10T20:33:21.297478] [INFO ] [sig       ] SCHL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:21.443020] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SCHL.txt
[2025-12-10T20:33:21.443195] [INFO ] [sig       ] [2861/3612] Completed SCHL in 0.4s | 2.87 sym/s | Total: 16.6m | ETA: 4.4m
[2025-12-10T20:33:21.443236] [INFO ] [sig       ] [2862/3612] Forecasting SCI...
[2025-12-10T20:33:21.443265] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-10T20:33:21.443479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-10T20:33:21.455027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-10T20:33:21.455505] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-10T20:33:21.456267] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-10T20:33:21.456317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:21.456348] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:21.456374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:21.456428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:21.517660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:21.518431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:21.518517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:21.518563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:21.643515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:21.643688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:21.643727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:21.643755] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:21.647654] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-10T20:33:21.647959] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-10T20:33:21.648081] [INFO ] [sig       ] SCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:21.795128] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SCI.txt
[2025-12-10T20:33:21.795289] [INFO ] [sig       ] [2862/3612] Completed SCI in 0.4s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:21.795343] [INFO ] [sig       ] [2863/3612] Forecasting SCL...
[2025-12-10T20:33:21.795374] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-10T20:33:21.795403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-10T20:33:21.806878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-10T20:33:21.807218] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-10T20:33:21.808019] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-10T20:33:21.808070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:21.808101] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:21.808128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:21.808185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:21.868437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:21.869279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:21.869371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:21.869407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:21.987709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:21.987876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:21.987914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:21.987941] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:21.991203] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-12-10T20:33:21.991471] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-10T20:33:21.991607] [INFO ] [sig       ] SCL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:22.133543] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SCL.txt
[2025-12-10T20:33:22.133719] [INFO ] [sig       ] [2863/3612] Completed SCL in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:22.133759] [INFO ] [sig       ] [2864/3612] Forecasting SCLX...
[2025-12-10T20:33:22.133798] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-10T20:33:22.133828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-10T20:33:22.145663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-10T20:33:22.146009] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-10T20:33:22.146778] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-10T20:33:22.146828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:22.146871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:22.146898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:22.146953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:22.208070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:22.208934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:22.209016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:22.209048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:22.335345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:22.335492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:22.335531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:22.335560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:22.338931] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-10T20:33:22.339202] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-10T20:33:22.339323] [INFO ] [sig       ] SCLX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:22.485249] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SCLX.txt
[2025-12-10T20:33:22.485394] [INFO ] [sig       ] [2864/3612] Completed SCLX in 0.4s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:22.485434] [INFO ] [sig       ] [2865/3612] Forecasting SCM...
[2025-12-10T20:33:22.485462] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-10T20:33:22.485491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-10T20:33:22.498698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-10T20:33:22.499019] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-10T20:33:22.499983] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-10T20:33:22.500033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:22.500094] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:22.500121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:22.500175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:22.557803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:22.558416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:22.558492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:22.558523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:22.676130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:22.676280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:22.676322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:22.676350] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:22.679973] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-10T20:33:22.680245] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-10T20:33:22.680367] [INFO ] [sig       ] SCM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:22.827150] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SCM.txt
[2025-12-10T20:33:22.827305] [INFO ] [sig       ] [2865/3612] Completed SCM in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:22.827344] [INFO ] [sig       ] [2866/3612] Forecasting SCSC...
[2025-12-10T20:33:22.827374] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-10T20:33:22.827402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-10T20:33:22.840243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-10T20:33:22.840708] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-10T20:33:22.841654] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-10T20:33:22.841703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:22.841733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:22.841758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:22.841812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:22.902707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:22.903372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:22.903450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:22.903483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:23.024513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:23.024675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:23.024714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:23.024741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:23.028617] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-10T20:33:23.028891] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-10T20:33:23.029013] [INFO ] [sig       ] SCSC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:23.169910] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SCSC.txt
[2025-12-10T20:33:23.170063] [INFO ] [sig       ] [2866/3612] Completed SCSC in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:23.170102] [INFO ] [sig       ] [2867/3612] Forecasting SCVL...
[2025-12-10T20:33:23.170131] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-10T20:33:23.170162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-10T20:33:23.182510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-10T20:33:23.182814] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-10T20:33:23.183596] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-10T20:33:23.183648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:23.183680] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:23.183707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:23.183764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:23.242772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:23.243367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:23.243444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:23.243476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:23.363773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:23.363915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:23.363955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:23.363984] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:23.367651] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-10T20:33:23.367950] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-10T20:33:23.368073] [INFO ] [sig       ] SCVL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:23.508743] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SCVL.txt
[2025-12-10T20:33:23.508889] [INFO ] [sig       ] [2867/3612] Completed SCVL in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:23.508929] [INFO ] [sig       ] [2868/3612] Forecasting SCZ...
[2025-12-10T20:33:23.508964] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-10T20:33:23.508995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-10T20:33:23.521761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-10T20:33:23.522064] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-10T20:33:23.522819] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-10T20:33:23.522868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:23.522898] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:23.522923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:23.522977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:23.579118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:23.579797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:23.579877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:23.579909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:23.698782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:23.698945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:23.698983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:23.699046] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:23.702343] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-10T20:33:23.702630] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-10T20:33:23.702751] [INFO ] [sig       ] SCZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:23.847949] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SCZ.txt
[2025-12-10T20:33:23.848113] [INFO ] [sig       ] [2868/3612] Completed SCZ in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:23.848153] [INFO ] [sig       ] [2869/3612] Forecasting SD...
[2025-12-10T20:33:23.848182] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-10T20:33:23.848212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-10T20:33:23.860133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-10T20:33:23.860415] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-10T20:33:23.861186] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-10T20:33:23.861236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:23.861267] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:23.861293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:23.861348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:23.919552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:23.920173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:23.920256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:23.920287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:24.040230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:24.040371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:24.040408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:24.040435] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:24.043710] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-12-10T20:33:24.043973] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-10T20:33:24.044090] [INFO ] [sig       ] SD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:24.188412] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SD.txt
[2025-12-10T20:33:24.188541] [INFO ] [sig       ] [2869/3612] Completed SD in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:24.188595] [INFO ] [sig       ] [2870/3612] Forecasting SDA...
[2025-12-10T20:33:24.188627] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-10T20:33:24.188659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-10T20:33:24.200561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-10T20:33:24.200844] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-10T20:33:24.201630] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-10T20:33:24.201679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:24.201710] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:24.201735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:24.201790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:24.258315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:24.258959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:24.259035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:24.259067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:24.379233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:24.379386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:24.379426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:24.379455] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:24.383200] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-10T20:33:24.383726] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-10T20:33:24.383855] [INFO ] [sig       ] SDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:24.530808] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SDA.txt
[2025-12-10T20:33:24.530962] [INFO ] [sig       ] [2870/3612] Completed SDA in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:24.531000] [INFO ] [sig       ] [2871/3612] Forecasting SDHY...
[2025-12-10T20:33:24.531029] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-10T20:33:24.531058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-10T20:33:24.542749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-10T20:33:24.543133] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-10T20:33:24.543916] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-10T20:33:24.543967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:24.543998] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:24.544023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:24.544078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:24.603073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:24.603923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:24.604000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:24.604031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:24.731153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:24.731307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:24.731345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:24.731389] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:24.734700] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2025-12-10T20:33:24.734974] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-10T20:33:24.735098] [INFO ] [sig       ] SDHY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:24.879131] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SDHY.txt
[2025-12-10T20:33:24.879288] [INFO ] [sig       ] [2871/3612] Completed SDHY in 0.3s | 2.87 sym/s | Total: 16.6m | ETA: 4.3m
[2025-12-10T20:33:24.879329] [INFO ] [sig       ] [2872/3612] Forecasting SDRL...
[2025-12-10T20:33:24.879360] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-10T20:33:24.879392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-10T20:33:24.891094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-10T20:33:24.891453] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-10T20:33:24.892222] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-10T20:33:24.892272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:24.892302] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:24.892328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:24.892383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:24.953046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:24.954118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:24.954199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:24.954232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:25.079869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:25.080024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:25.080062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:25.080089] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:25.083423] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-10T20:33:25.083737] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-10T20:33:25.083868] [INFO ] [sig       ] SDRL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:25.234439] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SDRL.txt
[2025-12-10T20:33:25.234615] [INFO ] [sig       ] [2872/3612] Completed SDRL in 0.4s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:25.234657] [INFO ] [sig       ] [2873/3612] Forecasting SDVY...
[2025-12-10T20:33:25.234685] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-10T20:33:25.234713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-10T20:33:25.245928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-10T20:33:25.246315] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-10T20:33:25.247285] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-10T20:33:25.247336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:25.247366] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:25.247392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:25.247446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:25.307251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:25.308185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:25.308280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:25.308331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:25.443111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:25.443270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:25.443310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:25.443338] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:25.446941] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-10T20:33:25.447234] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-10T20:33:25.447362] [INFO ] [sig       ] SDVY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:25.600631] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SDVY.txt
[2025-12-10T20:33:25.600785] [INFO ] [sig       ] [2873/3612] Completed SDVY in 0.4s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:25.600825] [INFO ] [sig       ] [2874/3612] Forecasting SE...
[2025-12-10T20:33:25.600853] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-10T20:33:25.600883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-10T20:33:25.613660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-10T20:33:25.614029] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-10T20:33:25.614870] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-10T20:33:25.614928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:25.614960] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:25.614987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:25.615043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:25.673967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:25.674830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:25.674913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:25.674945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:25.802215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:25.802375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:25.802414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:25.802443] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:25.806280] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-10T20:33:25.806552] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-10T20:33:25.806693] [INFO ] [sig       ] SE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:25.957821] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SE.txt
[2025-12-10T20:33:25.957989] [INFO ] [sig       ] [2874/3612] Completed SE in 0.4s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:25.958027] [INFO ] [sig       ] [2875/3612] Forecasting SEDG...
[2025-12-10T20:33:25.958057] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-10T20:33:25.958085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-10T20:33:25.970166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-10T20:33:25.970540] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-10T20:33:25.971318] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-10T20:33:25.971556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:25.971605] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:25.971633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:25.971700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:26.030829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:26.031878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:26.031996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:26.032028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:26.159484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:26.159654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:26.159694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:26.159722] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:26.163385] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-10T20:33:26.163674] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-10T20:33:26.163795] [INFO ] [sig       ] SEDG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:26.311898] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SEDG.txt
[2025-12-10T20:33:26.312048] [INFO ] [sig       ] [2875/3612] Completed SEDG in 0.4s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:26.312085] [INFO ] [sig       ] [2876/3612] Forecasting SEE...
[2025-12-10T20:33:26.312115] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-10T20:33:26.312144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-10T20:33:26.323950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-10T20:33:26.324213] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-10T20:33:26.324976] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-10T20:33:26.325026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:26.325056] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:26.325082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:26.325142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:26.381978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:26.383096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:26.383177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:26.383208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:26.512831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:26.512975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:26.513013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:26.513041] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:26.517009] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-12-10T20:33:26.517272] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-10T20:33:26.517389] [INFO ] [sig       ] SEE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:26.656917] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SEE.txt
[2025-12-10T20:33:26.657032] [INFO ] [sig       ] [2876/3612] Completed SEE in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:26.657069] [INFO ] [sig       ] [2877/3612] Forecasting SEIC...
[2025-12-10T20:33:26.657096] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-10T20:33:26.657125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-10T20:33:26.667920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-10T20:33:26.668205] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-10T20:33:26.668965] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-10T20:33:26.669025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:26.669056] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:26.669081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:26.669135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:26.730350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:26.731031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:26.731109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:26.731140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:26.849684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:26.849806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:26.849843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:26.849870] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:26.853022] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-10T20:33:26.853290] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-10T20:33:26.853608] [INFO ] [sig       ] SEIC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:26.991806] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SEIC.txt
[2025-12-10T20:33:26.991917] [INFO ] [sig       ] [2877/3612] Completed SEIC in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:26.991954] [INFO ] [sig       ] [2878/3612] Forecasting SELF...
[2025-12-10T20:33:26.991982] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-10T20:33:26.992010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-10T20:33:27.004185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-10T20:33:27.004714] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-10T20:33:27.005450] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-10T20:33:27.005499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:27.005530] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:27.005555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:27.005638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:27.062633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:27.063218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:27.063295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:27.063325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:27.171727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:27.171867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:27.171904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:27.171931] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:27.175206] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-10T20:33:27.175470] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-10T20:33:27.175613] [INFO ] [sig       ] SELF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:27.317112] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SELF.txt
[2025-12-10T20:33:27.317272] [INFO ] [sig       ] [2878/3612] Completed SELF in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.3m
[2025-12-10T20:33:27.317312] [INFO ] [sig       ] [2879/3612] Forecasting SEM...
[2025-12-10T20:33:27.317340] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-10T20:33:27.317369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-10T20:33:27.330748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-10T20:33:27.331116] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-10T20:33:27.331916] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-10T20:33:27.331966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:27.331997] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:27.332022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:27.332076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:27.391256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:27.392046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:27.392126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:27.392157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:27.514224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:27.514346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:27.514382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:27.514408] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:27.517588] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-10T20:33:27.517888] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-10T20:33:27.518010] [INFO ] [sig       ] SEM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:27.657710] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SEM.txt
[2025-12-10T20:33:27.657856] [INFO ] [sig       ] [2879/3612] Completed SEM in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:27.657894] [INFO ] [sig       ] [2880/3612] Forecasting SENEA...
[2025-12-10T20:33:27.657922] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-10T20:33:27.657950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-10T20:33:27.669672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-10T20:33:27.669945] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-10T20:33:27.670728] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-10T20:33:27.670778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:27.670808] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:27.670833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:27.670890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:27.728403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:27.729024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:27.729100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:27.729130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:27.850161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:27.850321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:27.850359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:27.850385] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:27.853728] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=25.71%)
[2025-12-10T20:33:27.853993] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-10T20:33:27.854112] [INFO ] [sig       ] SENEA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:28.049436] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SENEA.txt
[2025-12-10T20:33:28.049594] [INFO ] [sig       ] [2880/3612] Completed SENEA in 0.4s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:28.049635] [INFO ] [sig       ] [2881/3612] Forecasting SENS...
[2025-12-10T20:33:28.049666] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-10T20:33:28.049694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-10T20:33:28.061643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-10T20:33:28.061931] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-10T20:33:28.062698] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-10T20:33:28.062747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:28.062778] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:28.062804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:28.062858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:28.121555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:28.122240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:28.122317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:28.122349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:28.245349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:28.245524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:28.245568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:28.245626] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:28.250161] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-10T20:33:28.250519] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-10T20:33:28.250700] [INFO ] [sig       ] SENS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:28.392442] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SENS.txt
[2025-12-10T20:33:28.392563] [INFO ] [sig       ] [2881/3612] Completed SENS in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:28.392618] [INFO ] [sig       ] [2882/3612] Forecasting SERA...
[2025-12-10T20:33:28.392647] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-10T20:33:28.392676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-10T20:33:28.403358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-10T20:33:28.403647] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-10T20:33:28.404392] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-10T20:33:28.404442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:28.404498] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:28.404525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:28.404595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:28.460965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:28.461608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:28.461684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:28.461717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:28.580096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:28.580246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:28.580283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:28.580310] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:28.583631] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=27.82%)
[2025-12-10T20:33:28.583897] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-10T20:33:28.584020] [INFO ] [sig       ] SERA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:28.727323] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SERA.txt
[2025-12-10T20:33:28.727484] [INFO ] [sig       ] [2882/3612] Completed SERA in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:28.727526] [INFO ] [sig       ] [2883/3612] Forecasting SES...
[2025-12-10T20:33:28.727554] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-10T20:33:28.727599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-10T20:33:28.738658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-10T20:33:28.738935] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-10T20:33:28.739710] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-10T20:33:28.739760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:28.739799] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:28.739827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:28.739882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:28.795305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:28.795928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:28.796003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:28.796046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:28.920890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:28.921029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:28.921066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:28.921094] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:28.924561] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-10T20:33:28.924845] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-10T20:33:28.924964] [INFO ] [sig       ] SES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:29.067259] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SES.txt
[2025-12-10T20:33:29.067410] [INFO ] [sig       ] [2883/3612] Completed SES in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:29.067452] [INFO ] [sig       ] [2884/3612] Forecasting SEVN...
[2025-12-10T20:33:29.067481] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-10T20:33:29.067510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-10T20:33:29.078878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-10T20:33:29.079226] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-10T20:33:29.080029] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-10T20:33:29.080080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:29.080111] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:29.080137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:29.080192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:29.136668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:29.137540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:29.137640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:29.137672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:29.255192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:29.255379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:29.255418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:29.255445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:29.258876] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-10T20:33:29.259153] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-10T20:33:29.259277] [INFO ] [sig       ] SEVN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:29.399622] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SEVN.txt
[2025-12-10T20:33:29.399767] [INFO ] [sig       ] [2884/3612] Completed SEVN in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:29.399805] [INFO ] [sig       ] [2885/3612] Forecasting SEZL...
[2025-12-10T20:33:29.399834] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-10T20:33:29.399863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-10T20:33:29.411119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-10T20:33:29.411457] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-10T20:33:29.412254] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-10T20:33:29.412305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:29.412338] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:29.412363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:29.412418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:29.472302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:29.473199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:29.473292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:29.473326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:29.589584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:29.589753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:29.589797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:29.589859] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:29.594389] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-10T20:33:29.594720] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-10T20:33:29.594854] [INFO ] [sig       ] SEZL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:29.733071] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SEZL.txt
[2025-12-10T20:33:29.733197] [INFO ] [sig       ] [2885/3612] Completed SEZL in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:29.733235] [INFO ] [sig       ] [2886/3612] Forecasting SF...
[2025-12-10T20:33:29.733267] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-10T20:33:29.733298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-10T20:33:29.744641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-10T20:33:29.744954] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-10T20:33:29.745750] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-10T20:33:29.745801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:29.745832] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:29.745859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:29.745915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:29.801377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:29.802012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:29.802088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:29.802121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:29.923376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:29.923525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:29.923562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:29.923608] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:29.926872] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-10T20:33:29.927164] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-10T20:33:29.927291] [INFO ] [sig       ] SF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:30.073905] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SF.txt
[2025-12-10T20:33:30.074033] [INFO ] [sig       ] [2886/3612] Completed SF in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:30.074072] [INFO ] [sig       ] [2887/3612] Forecasting SFB...
[2025-12-10T20:33:30.074100] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-10T20:33:30.074129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-10T20:33:30.085351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-10T20:33:30.085680] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-10T20:33:30.086424] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-10T20:33:30.086473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:30.086504] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:30.086530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:30.086610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:30.144048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:30.144968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:30.145044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:30.145075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:30.254746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:30.254893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:30.254930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:30.254958] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:30.261774] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-12-10T20:33:30.262083] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-10T20:33:30.262209] [INFO ] [sig       ] SFB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:30.405659] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SFB.txt
[2025-12-10T20:33:30.405795] [INFO ] [sig       ] [2887/3612] Completed SFB in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:30.405834] [INFO ] [sig       ] [2888/3612] Forecasting SFBS...
[2025-12-10T20:33:30.405863] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-10T20:33:30.405892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-10T20:33:30.418095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-10T20:33:30.418426] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-10T20:33:30.419219] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-10T20:33:30.419270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:30.419325] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:30.419355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:30.419412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:30.479902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:30.480778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:30.480858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:30.480891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:30.606595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:30.606744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:30.606783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:30.606811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:30.610220] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-12-10T20:33:30.610495] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-10T20:33:30.610637] [INFO ] [sig       ] SFBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:30.755828] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SFBS.txt
[2025-12-10T20:33:30.755977] [INFO ] [sig       ] [2888/3612] Completed SFBS in 0.4s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:30.756017] [INFO ] [sig       ] [2889/3612] Forecasting SFIX...
[2025-12-10T20:33:30.756045] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-10T20:33:30.756076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-10T20:33:30.768664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-10T20:33:30.769013] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-10T20:33:30.770035] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-10T20:33:30.770088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:30.770120] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:30.770147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:30.770203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:30.828935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:30.829930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:30.830010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:30.830044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:30.945612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:30.945758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:30.945796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:30.945823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:30.949122] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-10T20:33:30.949391] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-10T20:33:30.949509] [INFO ] [sig       ] SFIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:31.093974] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SFIX.txt
[2025-12-10T20:33:31.094122] [INFO ] [sig       ] [2889/3612] Completed SFIX in 0.3s | 2.87 sym/s | Total: 16.7m | ETA: 4.2m
[2025-12-10T20:33:31.094162] [INFO ] [sig       ] [2890/3612] Forecasting SFL...
[2025-12-10T20:33:31.094191] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-10T20:33:31.094219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-10T20:33:31.105773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-10T20:33:31.106089] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-10T20:33:31.106886] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-10T20:33:31.106937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:31.106969] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:31.106996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:31.107052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:31.163893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:31.164755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:31.164837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:31.164867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:31.288048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:31.288193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:31.288230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:31.288257] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:31.291737] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-12-10T20:33:31.292000] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-10T20:33:31.292118] [INFO ] [sig       ] SFL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:31.433366] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SFL.txt
[2025-12-10T20:33:31.433516] [INFO ] [sig       ] [2890/3612] Completed SFL in 0.3s | 2.87 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:31.433555] [INFO ] [sig       ] [2891/3612] Forecasting SFLO...
[2025-12-10T20:33:31.433794] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-10T20:33:31.433825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-10T20:33:31.446119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-10T20:33:31.446419] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-10T20:33:31.447200] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-10T20:33:31.447251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:31.447285] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:31.447317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:31.447385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:31.506012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:31.506859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:31.506936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:31.506968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:31.628497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:31.628651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:31.628690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:31.628718] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:31.632029] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-10T20:33:31.632294] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-10T20:33:31.632413] [INFO ] [sig       ] SFLO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:31.771020] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SFLO.txt
[2025-12-10T20:33:31.771136] [INFO ] [sig       ] [2891/3612] Completed SFLO in 0.3s | 2.87 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:31.771181] [INFO ] [sig       ] [2892/3612] Forecasting SFM...
[2025-12-10T20:33:31.771209] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-10T20:33:31.771239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-10T20:33:31.782989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-10T20:33:31.783295] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-10T20:33:31.784105] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-10T20:33:31.784157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:31.784189] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:31.784220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:31.784293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:31.843203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:31.843909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:31.844017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:31.844050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:31.962325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:31.962470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:31.962508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:31.962536] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:31.965834] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-10T20:33:31.966098] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-10T20:33:31.966216] [INFO ] [sig       ] SFM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:32.103712] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SFM.txt
[2025-12-10T20:33:32.103825] [INFO ] [sig       ] [2892/3612] Completed SFM in 0.3s | 2.87 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:32.103862] [INFO ] [sig       ] [2893/3612] Forecasting SFNC...
[2025-12-10T20:33:32.103891] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-10T20:33:32.103919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-10T20:33:32.115621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-10T20:33:32.115915] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-10T20:33:32.116667] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-10T20:33:32.116716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:32.116747] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:32.116773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:32.116828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:32.172159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:32.172821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:32.172897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:32.172928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:32.293171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:32.293313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:32.293352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:32.293379] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:32.296647] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-10T20:33:32.296912] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-10T20:33:32.297046] [INFO ] [sig       ] SFNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:32.433981] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SFNC.txt
[2025-12-10T20:33:32.434103] [INFO ] [sig       ] [2893/3612] Completed SFNC in 0.3s | 2.87 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:32.434141] [INFO ] [sig       ] [2894/3612] Forecasting SG...
[2025-12-10T20:33:32.434169] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-10T20:33:32.434198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-10T20:33:32.445442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-10T20:33:32.445756] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-10T20:33:32.446540] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-10T20:33:32.446608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:32.446641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:32.446667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:32.446723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:32.503396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:32.504085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:32.504162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:32.504194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:32.626305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:32.626458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:32.626497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:32.626524] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:32.633097] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-10T20:33:32.633398] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-10T20:33:32.633527] [INFO ] [sig       ] SG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:32.773431] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SG.txt
[2025-12-10T20:33:32.773552] [INFO ] [sig       ] [2894/3612] Completed SG in 0.3s | 2.87 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:32.773608] [INFO ] [sig       ] [2895/3612] Forecasting SGBX...
[2025-12-10T20:33:32.773637] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-10T20:33:32.773666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-10T20:33:32.784713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-10T20:33:32.784998] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-10T20:33:32.785773] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-10T20:33:32.785824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:32.785855] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:32.785881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:32.785935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:32.843075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:32.843773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:32.843848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:32.843878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:32.964830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:32.964976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:32.965032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:32.965061] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:32.968387] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-10T20:33:32.968839] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-10T20:33:32.968962] [INFO ] [sig       ] SGBX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:33.106146] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SGBX.txt
[2025-12-10T20:33:33.106320] [INFO ] [sig       ] [2895/3612] Completed SGBX in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:33.106370] [INFO ] [sig       ] [2896/3612] Forecasting SGC...
[2025-12-10T20:33:33.106402] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-10T20:33:33.106432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-10T20:33:33.117545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-10T20:33:33.117908] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-10T20:33:33.118694] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-10T20:33:33.118744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:33.118775] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:33.118802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:33.118858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:33.178117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:33.178840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:33.178917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:33.178948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:33.300004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:33.300149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:33.300188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:33.300216] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:33.303504] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-10T20:33:33.303808] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-10T20:33:33.303935] [INFO ] [sig       ] SGC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:33.448121] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SGC.txt
[2025-12-10T20:33:33.448336] [INFO ] [sig       ] [2896/3612] Completed SGC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.2m
[2025-12-10T20:33:33.448402] [INFO ] [sig       ] [2897/3612] Forecasting SGHC...
[2025-12-10T20:33:33.448442] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-10T20:33:33.448479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-10T20:33:33.462588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-10T20:33:33.463007] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-10T20:33:33.463818] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-10T20:33:33.463871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:33.463903] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:33.463929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:33.463985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:33.523389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:33.524324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:33.524424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:33.524457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:33.645963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:33.646119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:33.646160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:33.646188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:33.650295] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-10T20:33:33.650570] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-10T20:33:33.650715] [INFO ] [sig       ] SGHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:33.793388] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SGHC.txt
[2025-12-10T20:33:33.793509] [INFO ] [sig       ] [2897/3612] Completed SGHC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:33.793547] [INFO ] [sig       ] [2898/3612] Forecasting SGRY...
[2025-12-10T20:33:33.793592] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-10T20:33:33.793623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-10T20:33:33.805146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-10T20:33:33.805414] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-10T20:33:33.806181] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-10T20:33:33.806232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:33.806265] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:33.806291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:33.806355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:33.866345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:33.867209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:33.867289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:33.867322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:33.991610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:33.991757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:33.991798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:33.991827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:33.995158] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-10T20:33:33.995431] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-10T20:33:33.995550] [INFO ] [sig       ] SGRY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:34.137977] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SGRY.txt
[2025-12-10T20:33:34.138123] [INFO ] [sig       ] [2898/3612] Completed SGRY in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:34.138159] [INFO ] [sig       ] [2899/3612] Forecasting SHAK...
[2025-12-10T20:33:34.138189] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-10T20:33:34.138217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-10T20:33:34.152765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-10T20:33:34.153266] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-10T20:33:34.154171] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-10T20:33:34.154229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:34.154308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:34.154338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:34.154415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:34.218023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:34.219159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:34.219248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:34.219280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:34.350083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:34.350246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:34.350286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:34.350313] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:34.354038] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=36.17%)
[2025-12-10T20:33:34.354321] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-10T20:33:34.354445] [INFO ] [sig       ] SHAK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:34.497935] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHAK.txt
[2025-12-10T20:33:34.498064] [INFO ] [sig       ] [2899/3612] Completed SHAK in 0.4s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:34.498102] [INFO ] [sig       ] [2900/3612] Forecasting SHBI...
[2025-12-10T20:33:34.498132] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-10T20:33:34.498161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-10T20:33:34.509609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-10T20:33:34.509898] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-10T20:33:34.510697] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-10T20:33:34.510748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:34.510780] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:34.510806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:34.510861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:34.569821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:34.570459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:34.570537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:34.570570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:34.689482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:34.689656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:34.689696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:34.689724] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:34.693014] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-10T20:33:34.693279] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-10T20:33:34.693398] [INFO ] [sig       ] SHBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:34.833924] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHBI.txt
[2025-12-10T20:33:34.834053] [INFO ] [sig       ] [2900/3612] Completed SHBI in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:34.834099] [INFO ] [sig       ] [2901/3612] Forecasting SHC...
[2025-12-10T20:33:34.834128] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-10T20:33:34.834156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-10T20:33:34.846241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-10T20:33:34.846550] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-10T20:33:34.847321] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-10T20:33:34.847371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:34.847407] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:34.847434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:34.847489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:34.907764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:34.908497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:34.908594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:34.908628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:35.027667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:35.027841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:35.027880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:35.027907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:35.031196] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-12-10T20:33:35.031489] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-10T20:33:35.031630] [INFO ] [sig       ] SHC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:35.171476] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHC.txt
[2025-12-10T20:33:35.171617] [INFO ] [sig       ] [2901/3612] Completed SHC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:35.171658] [INFO ] [sig       ] [2902/3612] Forecasting SHCO...
[2025-12-10T20:33:35.171686] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-10T20:33:35.171714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-10T20:33:35.183113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-10T20:33:35.183401] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-10T20:33:35.184160] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-10T20:33:35.184210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:35.184242] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:35.184267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:35.184322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:35.240347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:35.241006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:35.241082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:35.241113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:35.360545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:35.360708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:35.360745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:35.360811] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:35.364125] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-10T20:33:35.364390] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-10T20:33:35.364511] [INFO ] [sig       ] SHCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:35.504129] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHCO.txt
[2025-12-10T20:33:35.504255] [INFO ] [sig       ] [2902/3612] Completed SHCO in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:35.504292] [INFO ] [sig       ] [2903/3612] Forecasting SHEL...
[2025-12-10T20:33:35.504326] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-10T20:33:35.504356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-10T20:33:35.515263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-10T20:33:35.515550] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-10T20:33:35.516304] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-10T20:33:35.516354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:35.516384] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:35.516411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:35.516469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:35.573633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:35.574253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:35.574327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:35.574358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:35.695861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:35.696020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:35.696063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:35.696091] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:35.699449] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-10T20:33:35.699738] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-10T20:33:35.699856] [INFO ] [sig       ] SHEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:35.842084] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHEL.txt
[2025-12-10T20:33:35.842255] [INFO ] [sig       ] [2903/3612] Completed SHEL in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:35.842295] [INFO ] [sig       ] [2904/3612] Forecasting SHEN...
[2025-12-10T20:33:35.842323] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-10T20:33:35.842351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-10T20:33:35.854399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-10T20:33:35.854796] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-10T20:33:35.855546] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-10T20:33:35.855682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:35.855715] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:35.855741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:35.855796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:35.913008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:35.913880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:35.913962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:35.913993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:36.030515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:36.030681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:36.030718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:36.030747] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:36.033997] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-10T20:33:36.034260] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-10T20:33:36.034378] [INFO ] [sig       ] SHEN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:36.176687] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SHEN.txt
[2025-12-10T20:33:36.176830] [INFO ] [sig       ] [2904/3612] Completed SHEN in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:36.176869] [INFO ] [sig       ] [2905/3612] Forecasting SHFS...
[2025-12-10T20:33:36.176898] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-10T20:33:36.176928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-10T20:33:36.188363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-10T20:33:36.188675] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-10T20:33:36.189428] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-10T20:33:36.189487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:36.189524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:36.189557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:36.189637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:36.247236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:36.247875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:36.247950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:36.247981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:36.357901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:36.358036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:36.358073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:36.358101] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:36.361379] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-10T20:33:36.361668] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-10T20:33:36.361785] [INFO ] [sig       ] SHFS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:36.506028] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SHFS.txt
[2025-12-10T20:33:36.506187] [INFO ] [sig       ] [2905/3612] Completed SHFS in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:36.506226] [INFO ] [sig       ] [2906/3612] Forecasting SHG...
[2025-12-10T20:33:36.506255] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-10T20:33:36.506289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-10T20:33:36.517410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-10T20:33:36.517905] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-10T20:33:36.518830] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-10T20:33:36.518879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:36.518910] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:36.518936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:36.518991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:36.576491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:36.577307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:36.577404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:36.577436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:36.698777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:36.698950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:36.698991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:36.699038] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:36.702480] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-12-10T20:33:36.702765] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-10T20:33:36.702885] [INFO ] [sig       ] SHG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:36.849952] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHG.txt
[2025-12-10T20:33:36.850120] [INFO ] [sig       ] [2906/3612] Completed SHG in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 4.1m
[2025-12-10T20:33:36.850177] [INFO ] [sig       ] [2907/3612] Forecasting SHIP...
[2025-12-10T20:33:36.850221] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-10T20:33:36.850263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-10T20:33:36.864863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-10T20:33:36.865300] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-10T20:33:36.866281] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-10T20:33:36.866344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:36.866385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:36.866420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:36.866498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:36.940839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:36.941733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:36.941818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:36.941851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:37.062875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:37.063032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:37.063070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:37.063098] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:37.066800] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-10T20:33:37.067095] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-10T20:33:37.067221] [INFO ] [sig       ] SHIP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:37.205709] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHIP.txt
[2025-12-10T20:33:37.205831] [INFO ] [sig       ] [2907/3612] Completed SHIP in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:37.205868] [INFO ] [sig       ] [2908/3612] Forecasting SHLS...
[2025-12-10T20:33:37.205897] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-10T20:33:37.205926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-10T20:33:37.221126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-10T20:33:37.221642] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-10T20:33:37.222737] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-10T20:33:37.222800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:37.222843] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:37.222883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:37.222967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:37.294042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:37.295011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:37.295099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:37.295149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:37.422244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:37.422430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:37.422478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:37.422506] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:37.426050] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-10T20:33:37.426348] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-10T20:33:37.426476] [INFO ] [sig       ] SHLS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:37.572358] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHLS.txt
[2025-12-10T20:33:37.572517] [INFO ] [sig       ] [2908/3612] Completed SHLS in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:37.572556] [INFO ] [sig       ] [2909/3612] Forecasting SHO...
[2025-12-10T20:33:37.572603] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-10T20:33:37.572634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-10T20:33:37.586524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-10T20:33:37.586877] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-10T20:33:37.587906] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-10T20:33:37.587958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:37.587991] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:37.588021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:37.588078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:37.649792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:37.650494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:37.650623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:37.650659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:37.771609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:37.771757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:37.771796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:37.771822] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:37.775099] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-10T20:33:37.775364] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-10T20:33:37.775482] [INFO ] [sig       ] SHO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:37.916075] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHO.txt
[2025-12-10T20:33:37.916207] [INFO ] [sig       ] [2909/3612] Completed SHO in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:37.916246] [INFO ] [sig       ] [2910/3612] Forecasting SHOC...
[2025-12-10T20:33:37.916274] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-10T20:33:37.916302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-10T20:33:37.928724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-10T20:33:37.929007] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-10T20:33:37.929771] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-10T20:33:37.929821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:37.929853] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:37.929891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:37.929946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:37.987501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:37.988617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:37.988872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:37.988904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:38.105280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:38.105430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:38.105469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:38.105496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:38.109180] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-10T20:33:38.109456] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-10T20:33:38.109795] [INFO ] [sig       ] SHOC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:38.262215] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHOC.txt
[2025-12-10T20:33:38.262414] [INFO ] [sig       ] [2910/3612] Completed SHOC in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:38.262474] [INFO ] [sig       ] [2911/3612] Forecasting SHOO...
[2025-12-10T20:33:38.262514] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-10T20:33:38.262549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-10T20:33:38.275369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-10T20:33:38.275683] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-10T20:33:38.276506] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-10T20:33:38.276558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:38.276610] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:38.276638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:38.276693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:38.347945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:38.349024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:38.349129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:38.349168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:38.480981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:38.481166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:38.481208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:38.481236] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:38.485013] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-10T20:33:38.485313] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-10T20:33:38.485444] [INFO ] [sig       ] SHOO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:38.626408] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHOO.txt
[2025-12-10T20:33:38.626540] [INFO ] [sig       ] [2911/3612] Completed SHOO in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:38.626593] [INFO ] [sig       ] [2912/3612] Forecasting SHOP...
[2025-12-10T20:33:38.626624] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-10T20:33:38.626652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-10T20:33:38.638721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-10T20:33:38.639017] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-10T20:33:38.639844] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-10T20:33:38.639895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:38.639928] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:38.639956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:38.640012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:38.698403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:38.699048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:38.699123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:38.699156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:38.824835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:38.824986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:38.825024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:38.825053] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:38.828322] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=40.55%)
[2025-12-10T20:33:38.828615] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-10T20:33:38.828741] [INFO ] [sig       ] SHOP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:38.971645] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SHOP.txt
[2025-12-10T20:33:38.971807] [INFO ] [sig       ] [2912/3612] Completed SHOP in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:38.971847] [INFO ] [sig       ] [2913/3612] Forecasting SHY...
[2025-12-10T20:33:38.971875] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-10T20:33:38.971904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-10T20:33:38.983767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-10T20:33:38.984077] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-10T20:33:38.984867] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-10T20:33:38.984919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:38.984951] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:38.984978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:38.985034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:39.046327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:39.047250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:39.047328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:39.047361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:39.168447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:39.168643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:39.168685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:39.168714] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:39.172295] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-10T20:33:39.172586] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-10T20:33:39.172710] [INFO ] [sig       ] SHY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:39.331696] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SHY.txt
[2025-12-10T20:33:39.331851] [INFO ] [sig       ] [2913/3612] Completed SHY in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 4.1m
[2025-12-10T20:33:39.331892] [INFO ] [sig       ] [2914/3612] Forecasting SIBN...
[2025-12-10T20:33:39.331928] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-10T20:33:39.331971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-10T20:33:39.346145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-10T20:33:39.346545] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-10T20:33:39.347503] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-10T20:33:39.347563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:39.347630] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:39.347668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:39.347770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:39.408669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:39.409952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:39.410036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:39.410067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:39.553262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:39.553424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:39.553473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:39.553510] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:39.557587] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-10T20:33:39.557953] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-10T20:33:39.558105] [INFO ] [sig       ] SIBN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:39.739385] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SIBN.txt
[2025-12-10T20:33:39.739592] [INFO ] [sig       ] [2914/3612] Completed SIBN in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:39.739647] [INFO ] [sig       ] [2915/3612] Forecasting SID...
[2025-12-10T20:33:39.739681] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-10T20:33:39.739721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-10T20:33:39.754553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-10T20:33:39.755080] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-10T20:33:39.756088] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-10T20:33:39.756143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:39.756177] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:39.756203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:39.756260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:39.825619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:39.826615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:39.826707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:39.826739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:39.954584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:39.954735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:39.954774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:39.954802] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:39.958998] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-10T20:33:39.959321] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-10T20:33:39.959459] [INFO ] [sig       ] SID: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:40.127739] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SID.txt
[2025-12-10T20:33:40.127954] [INFO ] [sig       ] [2915/3612] Completed SID in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:40.128001] [INFO ] [sig       ] [2916/3612] Forecasting SIEB...
[2025-12-10T20:33:40.128033] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-10T20:33:40.128062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-10T20:33:40.142043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-10T20:33:40.142542] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-10T20:33:40.144041] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-10T20:33:40.144100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:40.144174] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:40.144206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:40.144282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:40.204707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:40.205911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:40.206011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:40.206053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:40.326771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:40.326920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:40.326959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:40.326986] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:40.330308] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-10T20:33:40.330607] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-10T20:33:40.330737] [INFO ] [sig       ] SIEB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:40.472953] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SIEB.txt
[2025-12-10T20:33:40.473087] [INFO ] [sig       ] [2916/3612] Completed SIEB in 0.3s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:40.473126] [INFO ] [sig       ] [2917/3612] Forecasting SIFY...
[2025-12-10T20:33:40.473155] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-10T20:33:40.473183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-10T20:33:40.486758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-10T20:33:40.487362] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-10T20:33:40.488419] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-10T20:33:40.488484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:40.488517] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:40.488544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:40.488631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:40.546794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:40.548001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:40.548105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:40.548137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:40.673946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:40.674180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:40.674226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:40.674255] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:40.678525] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-10T20:33:40.679019] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-10T20:33:40.679178] [INFO ] [sig       ] SIFY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:40.840122] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SIFY.txt
[2025-12-10T20:33:40.840335] [INFO ] [sig       ] [2917/3612] Completed SIFY in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:40.840383] [INFO ] [sig       ] [2918/3612] Forecasting SIG...
[2025-12-10T20:33:40.840418] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-10T20:33:40.840448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-10T20:33:40.854438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-10T20:33:40.855030] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-10T20:33:40.856148] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-10T20:33:40.856204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:40.856240] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:40.856268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:40.856329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:40.917167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:40.918316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:40.918437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:40.918478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:41.046667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:41.046946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:41.046989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:41.047017] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:41.050647] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-10T20:33:41.050949] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-10T20:33:41.051093] [INFO ] [sig       ] SIG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:41.198819] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SIG.txt
[2025-12-10T20:33:41.198977] [INFO ] [sig       ] [2918/3612] Completed SIG in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:41.199016] [INFO ] [sig       ] [2919/3612] Forecasting SIGA...
[2025-12-10T20:33:41.199046] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-10T20:33:41.199074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-10T20:33:41.211075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-10T20:33:41.211559] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-10T20:33:41.212665] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-10T20:33:41.212730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:41.212762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:41.212788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:41.212844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:41.272973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:41.273879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:41.273964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:41.273997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:41.398955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:41.399105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:41.399143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:41.399204] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:41.402502] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=26.06%)
[2025-12-10T20:33:41.402792] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-10T20:33:41.402915] [INFO ] [sig       ] SIGA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:41.548932] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SIGA.txt
[2025-12-10T20:33:41.549143] [INFO ] [sig       ] [2919/3612] Completed SIGA in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:41.549199] [INFO ] [sig       ] [2920/3612] Forecasting SIGI...
[2025-12-10T20:33:41.549230] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-10T20:33:41.549258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-10T20:33:41.561108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-10T20:33:41.561529] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-10T20:33:41.562563] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-10T20:33:41.562664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:41.562707] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:41.562748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:41.563014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:41.623680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:41.624527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:41.624636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:41.624670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:41.750451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:41.750634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:41.750676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:41.750703] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:41.755219] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-10T20:33:41.755919] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-10T20:33:41.756092] [INFO ] [sig       ] SIGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:41.919292] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SIGI.txt
[2025-12-10T20:33:41.919454] [INFO ] [sig       ] [2920/3612] Completed SIGI in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:41.919502] [INFO ] [sig       ] [2921/3612] Forecasting SII...
[2025-12-10T20:33:41.919539] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-10T20:33:41.919595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-10T20:33:41.931904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-10T20:33:41.932270] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-10T20:33:41.933080] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-10T20:33:41.933132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:41.933163] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:41.933189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:41.933245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:41.995289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:41.996354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:41.996434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:41.996466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:42.114331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:42.114497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:42.114535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:42.114564] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:42.118133] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-12-10T20:33:42.118427] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-10T20:33:42.118556] [INFO ] [sig       ] SII: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:42.264127] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SII.txt
[2025-12-10T20:33:42.264281] [INFO ] [sig       ] [2921/3612] Completed SII in 0.3s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:42.264320] [INFO ] [sig       ] [2922/3612] Forecasting SIMO...
[2025-12-10T20:33:42.264349] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-10T20:33:42.264378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-10T20:33:42.276208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-10T20:33:42.276613] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-10T20:33:42.277395] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-10T20:33:42.277445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:42.277476] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:42.277501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:42.277556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:42.337144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:42.338031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:42.338122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:42.338154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:42.467524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:42.467695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:42.467754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:42.467787] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:42.471516] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-10T20:33:42.471819] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-10T20:33:42.471956] [INFO ] [sig       ] SIMO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:42.625074] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SIMO.txt
[2025-12-10T20:33:42.625248] [INFO ] [sig       ] [2922/3612] Completed SIMO in 0.4s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:42.625289] [INFO ] [sig       ] [2923/3612] Forecasting SIRI...
[2025-12-10T20:33:42.625318] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-10T20:33:42.625346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-10T20:33:42.639101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-10T20:33:42.639492] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-10T20:33:42.640663] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-10T20:33:42.640733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:42.640768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:42.640795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:42.640852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:42.702013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:42.702914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:42.702995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:42.703027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:42.823226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:42.823380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:42.823420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:42.823447] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:42.826923] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=68.63%)
[2025-12-10T20:33:42.827194] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-10T20:33:42.827315] [INFO ] [sig       ] SIRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:42.970455] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SIRI.txt
[2025-12-10T20:33:42.970619] [INFO ] [sig       ] [2923/3612] Completed SIRI in 0.3s | 2.87 sym/s | Total: 16.9m | ETA: 4.0m
[2025-12-10T20:33:42.970661] [INFO ] [sig       ] [2924/3612] Forecasting SITC...
[2025-12-10T20:33:42.970689] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-10T20:33:42.970718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-10T20:33:42.981854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-10T20:33:42.982144] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-10T20:33:42.982896] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-10T20:33:42.982946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:42.982976] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:42.983003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:42.983058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:43.038871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:43.039477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:43.039553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:43.039601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:43.158862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:43.159009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:43.159047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:43.159075] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:43.162396] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-12-10T20:33:43.162686] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-10T20:33:43.162806] [INFO ] [sig       ] SITC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:43.301556] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SITC.txt
[2025-12-10T20:33:43.301711] [INFO ] [sig       ] [2924/3612] Completed SITC in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:43.301750] [INFO ] [sig       ] [2925/3612] Forecasting SITE...
[2025-12-10T20:33:43.301778] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-10T20:33:43.301805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-10T20:33:43.314387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-10T20:33:43.314788] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-10T20:33:43.315599] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-10T20:33:43.315657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:43.315698] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:43.315725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:43.315786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:43.375164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:43.376026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:43.376121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:43.376154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:43.494670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:43.494824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:43.494864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:43.494893] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:43.498276] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-10T20:33:43.498549] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-10T20:33:43.498696] [INFO ] [sig       ] SITE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:43.642184] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SITE.txt
[2025-12-10T20:33:43.642335] [INFO ] [sig       ] [2925/3612] Completed SITE in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:43.642373] [INFO ] [sig       ] [2926/3612] Forecasting SITM...
[2025-12-10T20:33:43.642404] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-10T20:33:43.642433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-10T20:33:43.654176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-10T20:33:43.654566] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-10T20:33:43.655360] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-10T20:33:43.655409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:43.655440] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:43.655466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:43.655521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:43.713892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:43.714760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:43.714874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:43.714909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:43.841124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:43.841278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:43.841317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:43.841346] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:43.844914] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=49.95%)
[2025-12-10T20:33:43.845188] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-10T20:33:43.845312] [INFO ] [sig       ] SITM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:43.990939] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SITM.txt
[2025-12-10T20:33:43.991098] [INFO ] [sig       ] [2926/3612] Completed SITM in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:43.991137] [INFO ] [sig       ] [2927/3612] Forecasting SIXG...
[2025-12-10T20:33:43.991166] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-10T20:33:43.991195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-10T20:33:44.003758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-10T20:33:44.004339] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-10T20:33:44.005342] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-10T20:33:44.005394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:44.005426] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:44.005454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:44.005510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:44.070719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:44.072122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:44.072212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:44.072246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:44.198278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:44.198434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:44.198473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:44.198501] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:44.202024] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-10T20:33:44.202343] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-10T20:33:44.202477] [INFO ] [sig       ] SIXG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:44.354272] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SIXG.txt
[2025-12-10T20:33:44.354396] [INFO ] [sig       ] [2927/3612] Completed SIXG in 0.4s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:44.354434] [INFO ] [sig       ] [2928/3612] Forecasting SJM...
[2025-12-10T20:33:44.354463] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-10T20:33:44.354493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-10T20:33:44.368089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-10T20:33:44.368526] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-10T20:33:44.369373] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-10T20:33:44.369425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:44.369456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:44.369481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:44.369536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:44.429306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:44.430215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:44.430298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:44.430330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:44.556231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:44.556390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:44.556430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:44.556458] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:44.560359] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=45.38%)
[2025-12-10T20:33:44.560690] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-10T20:33:44.560818] [INFO ] [sig       ] SJM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:44.706721] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SJM.txt
[2025-12-10T20:33:44.706871] [INFO ] [sig       ] [2928/3612] Completed SJM in 0.4s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:44.706909] [INFO ] [sig       ] [2929/3612] Forecasting SKE...
[2025-12-10T20:33:44.706938] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-10T20:33:44.706966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-10T20:33:44.721993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-10T20:33:44.722547] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-10T20:33:44.723487] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-10T20:33:44.723543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:44.723600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:44.723638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:44.723716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:44.791062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:44.792273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:44.792409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:44.792444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:44.930483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:44.930722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:44.930766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:44.930796] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:44.935472] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-12-10T20:33:44.935916] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-10T20:33:44.936076] [INFO ] [sig       ] SKE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:45.108163] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SKE.txt
[2025-12-10T20:33:45.108413] [INFO ] [sig       ] [2929/3612] Completed SKE in 0.4s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:45.108465] [INFO ] [sig       ] [2930/3612] Forecasting SKIL...
[2025-12-10T20:33:45.108498] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-10T20:33:45.108529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-10T20:33:45.121276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-10T20:33:45.121593] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-10T20:33:45.122634] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-10T20:33:45.122697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:45.122736] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:45.122763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:45.122819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:45.182726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:45.183489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:45.183570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:45.183623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:45.307488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:45.307670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:45.307746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:45.307778] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:45.311826] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-12-10T20:33:45.312105] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-10T20:33:45.312230] [INFO ] [sig       ] SKIL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:45.476713] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKIL.txt
[2025-12-10T20:33:45.477078] [INFO ] [sig       ] [2930/3612] Completed SKIL in 0.4s | 2.87 sym/s | Total: 17.0m | ETA: 4.0m
[2025-12-10T20:33:45.477120] [INFO ] [sig       ] [2931/3612] Forecasting SKIN...
[2025-12-10T20:33:45.477147] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-10T20:33:45.477176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-10T20:33:45.489826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-10T20:33:45.490144] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-10T20:33:45.490929] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-10T20:33:45.490979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:45.491010] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:45.491036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:45.491089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:45.549911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:45.550556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:45.550668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:45.550708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:45.677521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:45.677685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:45.677735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:45.677765] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:45.681197] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2025-12-10T20:33:45.681464] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-10T20:33:45.681597] [INFO ] [sig       ] SKIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:45.825482] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SKIN.txt
[2025-12-10T20:33:45.825634] [INFO ] [sig       ] [2931/3612] Completed SKIN in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:45.825676] [INFO ] [sig       ] [2932/3612] Forecasting SKLZ...
[2025-12-10T20:33:45.825709] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-10T20:33:45.825749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-10T20:33:45.836748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-10T20:33:45.837013] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-10T20:33:45.837807] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-10T20:33:45.837856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:45.837888] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:45.837915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:45.837969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:45.896823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:45.897557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:45.897653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:45.897689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:46.023273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:46.023431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:46.023469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:46.023498] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:46.027630] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-10T20:33:46.027987] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-10T20:33:46.028124] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:46.214194] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKLZ.txt
[2025-12-10T20:33:46.214392] [INFO ] [sig       ] [2932/3612] Completed SKLZ in 0.4s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:46.214444] [INFO ] [sig       ] [2933/3612] Forecasting SKM...
[2025-12-10T20:33:46.214487] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-10T20:33:46.214529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-10T20:33:46.230176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-10T20:33:46.230628] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-10T20:33:46.232131] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-10T20:33:46.232198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:46.232283] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:46.232333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:46.232425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:46.322503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:46.323844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:46.324147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:46.324202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:46.475857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:46.476033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:46.476073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:46.476101] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:46.479546] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=46.94%)
[2025-12-10T20:33:46.479880] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-10T20:33:46.480004] [INFO ] [sig       ] SKM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:46.620465] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKM.txt
[2025-12-10T20:33:46.620632] [INFO ] [sig       ] [2933/3612] Completed SKM in 0.4s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:46.620674] [INFO ] [sig       ] [2934/3612] Forecasting SKRE...
[2025-12-10T20:33:46.620703] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-10T20:33:46.620731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-10T20:33:46.632512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-10T20:33:46.632897] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-10T20:33:46.633658] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-10T20:33:46.633708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:46.633751] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:46.633779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:46.633838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:46.690741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:46.691378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:46.691453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:46.691484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:46.807900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:46.808253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:46.808292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:46.808317] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:46.812264] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-12-10T20:33:46.812531] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-10T20:33:46.812669] [INFO ] [sig       ] SKRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:46.956393] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKRE.txt
[2025-12-10T20:33:46.956542] [INFO ] [sig       ] [2934/3612] Completed SKRE in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:46.956599] [INFO ] [sig       ] [2935/3612] Forecasting SKWD...
[2025-12-10T20:33:46.956632] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-10T20:33:46.956661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-10T20:33:46.967820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-10T20:33:46.968181] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-10T20:33:46.969136] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-10T20:33:46.969186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:46.969216] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:46.969241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:46.969296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:47.031256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:47.032077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:47.032159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:47.032190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:47.152327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:47.152478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:47.152517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:47.152544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:47.156157] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=31.52%)
[2025-12-10T20:33:47.156423] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-10T20:33:47.156543] [INFO ] [sig       ] SKWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:47.302889] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKWD.txt
[2025-12-10T20:33:47.303006] [INFO ] [sig       ] [2935/3612] Completed SKWD in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:47.303044] [INFO ] [sig       ] [2936/3612] Forecasting SKY...
[2025-12-10T20:33:47.303071] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-10T20:33:47.303101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-10T20:33:47.314566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-10T20:33:47.314853] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-10T20:33:47.315618] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-10T20:33:47.315678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:47.315715] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:47.315746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:47.315813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:47.375091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:47.375715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:47.375805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:47.375841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:47.502583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:47.502744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:47.502789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:47.502852] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:47.506262] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=24.34%)
[2025-12-10T20:33:47.506585] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-10T20:33:47.506719] [INFO ] [sig       ] SKY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:47.651385] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKY.txt
[2025-12-10T20:33:47.651537] [INFO ] [sig       ] [2936/3612] Completed SKY in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:47.651595] [INFO ] [sig       ] [2937/3612] Forecasting SKYE...
[2025-12-10T20:33:47.651626] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-10T20:33:47.651657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-10T20:33:47.663878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-10T20:33:47.664183] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-10T20:33:47.664951] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-10T20:33:47.665001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:47.665032] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:47.665058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:47.665112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:47.723002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:47.723655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:47.723733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:47.723763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:47.843643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:47.843782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:47.843818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:47.843845] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:47.847390] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-10T20:33:47.847674] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-10T20:33:47.847824] [INFO ] [sig       ] SKYE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:47.995897] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SKYE.txt
[2025-12-10T20:33:47.996036] [INFO ] [sig       ] [2937/3612] Completed SKYE in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:47.996095] [INFO ] [sig       ] [2938/3612] Forecasting SKYH...
[2025-12-10T20:33:47.996125] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-10T20:33:47.996154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-10T20:33:48.008210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-10T20:33:48.008491] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-10T20:33:48.009262] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-10T20:33:48.009312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:48.009342] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:48.009367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:48.009422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:48.069244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:48.070309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:48.070390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:48.070421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:48.188212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:48.188364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:48.188403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:48.188432] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:48.192132] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-10T20:33:48.192415] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-10T20:33:48.192539] [INFO ] [sig       ] SKYH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:48.334894] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKYH.txt
[2025-12-10T20:33:48.335017] [INFO ] [sig       ] [2938/3612] Completed SKYH in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:48.335054] [INFO ] [sig       ] [2939/3612] Forecasting SKYX...
[2025-12-10T20:33:48.335082] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-10T20:33:48.335110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-10T20:33:48.347558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-10T20:33:48.348049] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-10T20:33:48.348810] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-10T20:33:48.348860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:48.348890] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:48.348915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:48.348970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:48.406517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:48.407132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:48.407207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:48.407238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:48.523210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:48.523351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:48.523388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:48.523416] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:48.527237] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-10T20:33:48.527500] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-10T20:33:48.527652] [INFO ] [sig       ] SKYX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:48.672051] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SKYX.txt
[2025-12-10T20:33:48.672201] [INFO ] [sig       ] [2939/3612] Completed SKYX in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:48.672241] [INFO ] [sig       ] [2940/3612] Forecasting SKYY...
[2025-12-10T20:33:48.672269] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-10T20:33:48.672296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-10T20:33:48.685190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-10T20:33:48.685513] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-10T20:33:48.686297] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-10T20:33:48.686347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:48.686377] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:48.686403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:48.686457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:48.745517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:48.746374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:48.746456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:48.746488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:48.873902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:48.874085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:48.874126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:48.874154] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:48.877740] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-10T20:33:48.878010] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-10T20:33:48.878130] [INFO ] [sig       ] SKYY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:49.021680] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SKYY.txt
[2025-12-10T20:33:49.021804] [INFO ] [sig       ] [2940/3612] Completed SKYY in 0.3s | 2.87 sym/s | Total: 17.0m | ETA: 3.9m
[2025-12-10T20:33:49.021841] [INFO ] [sig       ] [2941/3612] Forecasting SLAB...
[2025-12-10T20:33:49.021869] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-10T20:33:49.021897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-10T20:33:49.034168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-10T20:33:49.034433] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-10T20:33:49.035189] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-10T20:33:49.035239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:49.035269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:49.035295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:49.035349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:49.093975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:49.094612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:49.094687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:49.094718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:49.215239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:49.215398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:49.215437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:49.215483] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:49.218782] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-10T20:33:49.219053] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-10T20:33:49.219175] [INFO ] [sig       ] SLAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:49.362305] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SLAB.txt
[2025-12-10T20:33:49.362462] [INFO ] [sig       ] [2941/3612] Completed SLAB in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:49.362501] [INFO ] [sig       ] [2942/3612] Forecasting SLB...
[2025-12-10T20:33:49.362529] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-10T20:33:49.362559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-10T20:33:49.374394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-10T20:33:49.374771] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-10T20:33:49.375713] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-10T20:33:49.375763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:49.375794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:49.375820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:49.376052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:49.433282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:49.434044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:49.434121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:49.434153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:49.555545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:49.555715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:49.555761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:49.555794] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:49.559795] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-10T20:33:49.560062] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-10T20:33:49.560180] [INFO ] [sig       ] SLB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:49.700363] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SLB.txt
[2025-12-10T20:33:49.700483] [INFO ] [sig       ] [2942/3612] Completed SLB in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:49.700520] [INFO ] [sig       ] [2943/3612] Forecasting SLDB...
[2025-12-10T20:33:49.700548] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-10T20:33:49.700592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-10T20:33:49.714182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-10T20:33:49.714566] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-10T20:33:49.715482] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-10T20:33:49.715535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:49.715591] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:49.715634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:49.715699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:49.774989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:49.775815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:49.775964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:49.775998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:49.896972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:49.897123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:49.897161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:49.897190] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:49.900771] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-10T20:33:49.901043] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-10T20:33:49.901161] [INFO ] [sig       ] SLDB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:50.048516] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLDB.txt
[2025-12-10T20:33:50.048690] [INFO ] [sig       ] [2943/3612] Completed SLDB in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:50.048731] [INFO ] [sig       ] [2944/3612] Forecasting SLDP...
[2025-12-10T20:33:50.048764] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-10T20:33:50.048794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-10T20:33:50.061318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-10T20:33:50.061637] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-10T20:33:50.062385] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-10T20:33:50.062435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:50.062465] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:50.062491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:50.062546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:50.120904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:50.121742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:50.121819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:50.121849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:50.236407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:50.236541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:50.236594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:50.236625] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:50.239818] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-10T20:33:50.240271] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-10T20:33:50.240391] [INFO ] [sig       ] SLDP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:50.382018] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLDP.txt
[2025-12-10T20:33:50.382171] [INFO ] [sig       ] [2944/3612] Completed SLDP in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:50.382210] [INFO ] [sig       ] [2945/3612] Forecasting SLF...
[2025-12-10T20:33:50.382239] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-10T20:33:50.382267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-10T20:33:50.393749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-10T20:33:50.394129] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-10T20:33:50.394907] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-10T20:33:50.394957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:50.395001] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:50.395028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:50.395083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:50.452796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:50.453495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:50.453590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:50.453625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:50.575786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:50.575941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:50.575978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:50.576005] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:50.579303] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-12-10T20:33:50.579570] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-10T20:33:50.579709] [INFO ] [sig       ] SLF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:50.721505] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLF.txt
[2025-12-10T20:33:50.721636] [INFO ] [sig       ] [2945/3612] Completed SLF in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:50.721676] [INFO ] [sig       ] [2946/3612] Forecasting SLG...
[2025-12-10T20:33:50.721705] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-10T20:33:50.721733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-10T20:33:50.733896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-10T20:33:50.734351] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-10T20:33:50.735105] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-10T20:33:50.735155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:50.735185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:50.735211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:50.735265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:50.796566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:50.797416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:50.797495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:50.797526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:50.920383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:50.920558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:50.920618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:50.920648] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:50.923896] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-12-10T20:33:50.924159] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-10T20:33:50.924276] [INFO ] [sig       ] SLG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:51.065482] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLG.txt
[2025-12-10T20:33:51.065687] [INFO ] [sig       ] [2946/3612] Completed SLG in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:51.065727] [INFO ] [sig       ] [2947/3612] Forecasting SLGN...
[2025-12-10T20:33:51.065756] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-10T20:33:51.065785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-10T20:33:51.078254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-10T20:33:51.078591] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-10T20:33:51.079340] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-10T20:33:51.079390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:51.079421] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:51.079447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:51.079501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:51.136182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:51.137026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:51.137108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:51.137140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:51.253004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:51.253155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:51.253192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:51.253221] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:51.256654] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-10T20:33:51.256919] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-10T20:33:51.257035] [INFO ] [sig       ] SLGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:51.396805] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLGN.txt
[2025-12-10T20:33:51.396922] [INFO ] [sig       ] [2947/3612] Completed SLGN in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:51.396959] [INFO ] [sig       ] [2948/3612] Forecasting SLM...
[2025-12-10T20:33:51.396987] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-10T20:33:51.397015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-10T20:33:51.416171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-10T20:33:51.416812] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-10T20:33:51.417964] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-10T20:33:51.418028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:51.418068] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:51.418102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:51.418182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:51.486533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:51.487816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:51.487927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:51.487961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:51.620073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:51.620497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:51.620540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:51.620587] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:51.625007] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-10T20:33:51.625319] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-10T20:33:51.625655] [INFO ] [sig       ] SLM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:51.776872] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SLM.txt
[2025-12-10T20:33:51.777069] [INFO ] [sig       ] [2948/3612] Completed SLM in 0.4s | 2.87 sym/s | Total: 17.1m | ETA: 3.9m
[2025-12-10T20:33:51.777111] [INFO ] [sig       ] [2949/3612] Forecasting SLN...
[2025-12-10T20:33:51.777143] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-10T20:33:51.777183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-10T20:33:51.790354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-10T20:33:51.790784] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-10T20:33:51.791657] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-10T20:33:51.791710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:51.791745] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:51.791773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:51.791831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:51.851169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:51.852549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:51.852663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:51.852698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:51.977768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:51.978003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:51.978050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:51.978276] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:51.982215] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-10T20:33:51.982521] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-10T20:33:51.982674] [INFO ] [sig       ] SLN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:52.132359] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLN.txt
[2025-12-10T20:33:52.132549] [INFO ] [sig       ] [2949/3612] Completed SLN in 0.4s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:52.132611] [INFO ] [sig       ] [2950/3612] Forecasting SLNO...
[2025-12-10T20:33:52.132641] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-10T20:33:52.132670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-10T20:33:52.145819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-10T20:33:52.146191] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-10T20:33:52.146995] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-10T20:33:52.147046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:52.147110] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:52.147137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:52.147192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:52.208516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:52.209466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:52.209551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:52.209601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:52.330128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:52.330305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:52.330346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:52.330373] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:52.333724] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-10T20:33:52.333994] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-10T20:33:52.334116] [INFO ] [sig       ] SLNO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:52.475738] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SLNO.txt
[2025-12-10T20:33:52.475882] [INFO ] [sig       ] [2950/3612] Completed SLNO in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:52.475920] [INFO ] [sig       ] [2951/3612] Forecasting SLP...
[2025-12-10T20:33:52.475949] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-10T20:33:52.475977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-10T20:33:52.487615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-10T20:33:52.487937] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-10T20:33:52.488703] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-10T20:33:52.488752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:52.488783] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:52.488808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:52.488865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:52.546788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:52.547410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:52.547487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:52.547518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:52.666409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:52.666584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:52.666627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:52.666654] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:52.670207] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-10T20:33:52.670469] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-10T20:33:52.670607] [INFO ] [sig       ] SLP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:52.812008] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLP.txt
[2025-12-10T20:33:52.812136] [INFO ] [sig       ] [2951/3612] Completed SLP in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:52.812175] [INFO ] [sig       ] [2952/3612] Forecasting SLQD...
[2025-12-10T20:33:52.812204] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-10T20:33:52.812232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-10T20:33:52.824936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-10T20:33:52.825317] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-10T20:33:52.826121] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-10T20:33:52.826172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:52.826202] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:52.826227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:52.826281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:52.886029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:52.886898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:52.886981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:52.887012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:53.008657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:53.008818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:53.008856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:53.008883] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:53.012440] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-12-10T20:33:53.012818] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-10T20:33:53.012962] [INFO ] [sig       ] SLQD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:53.158485] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLQD.txt
[2025-12-10T20:33:53.158636] [INFO ] [sig       ] [2952/3612] Completed SLQD in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:53.158676] [INFO ] [sig       ] [2953/3612] Forecasting SLRC...
[2025-12-10T20:33:53.158705] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-10T20:33:53.158735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-10T20:33:53.170839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-10T20:33:53.171146] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-10T20:33:53.171992] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-10T20:33:53.172043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:53.172253] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:53.172279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:53.172333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:53.233450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:53.234639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:53.234728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:53.234762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:53.358236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:53.358389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:53.358428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:53.358492] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:53.361912] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-10T20:33:53.362187] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-10T20:33:53.362329] [INFO ] [sig       ] SLRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:53.510308] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLRC.txt
[2025-12-10T20:33:53.510468] [INFO ] [sig       ] [2953/3612] Completed SLRC in 0.4s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:53.510508] [INFO ] [sig       ] [2954/3612] Forecasting SLS...
[2025-12-10T20:33:53.510536] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-10T20:33:53.510566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-10T20:33:53.524292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-10T20:33:53.524653] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-10T20:33:53.525422] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-10T20:33:53.525475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:53.525506] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:53.525532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:53.525609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:53.585237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:53.586036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:53.586115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:53.586148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:53.710061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:53.710420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:53.710465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:53.710492] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:53.714293] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-10T20:33:53.714567] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-10T20:33:53.714709] [INFO ] [sig       ] SLS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:53.864050] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SLS.txt
[2025-12-10T20:33:53.864209] [INFO ] [sig       ] [2954/3612] Completed SLS in 0.4s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:53.864249] [INFO ] [sig       ] [2955/3612] Forecasting SLVM...
[2025-12-10T20:33:53.864277] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-10T20:33:53.864307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-10T20:33:53.876517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-10T20:33:53.876914] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-10T20:33:53.877701] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-10T20:33:53.877782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:53.877820] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:53.877851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:53.877920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:53.937524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:53.938492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:53.938602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:53.938636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:54.068263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:54.068426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:54.068464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:54.068492] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:54.072266] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-12-10T20:33:54.072557] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-10T20:33:54.072701] [INFO ] [sig       ] SLVM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:54.223247] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLVM.txt
[2025-12-10T20:33:54.223411] [INFO ] [sig       ] [2955/3612] Completed SLVM in 0.4s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:54.223449] [INFO ] [sig       ] [2956/3612] Forecasting SLVO...
[2025-12-10T20:33:54.223477] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-10T20:33:54.223508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-10T20:33:54.234470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-10T20:33:54.234876] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-10T20:33:54.235757] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-10T20:33:54.235810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:54.235842] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:54.235870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:54.235941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:54.295222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:54.296064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:54.296148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:54.296179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:54.415460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:54.415681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:54.415730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:54.415759] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:54.419204] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-10T20:33:54.419476] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-10T20:33:54.419620] [INFO ] [sig       ] SLVO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:54.571199] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SLVO.txt
[2025-12-10T20:33:54.571344] [INFO ] [sig       ] [2956/3612] Completed SLVO in 0.3s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:54.571382] [INFO ] [sig       ] [2957/3612] Forecasting SLXN...
[2025-12-10T20:33:54.571410] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-10T20:33:54.571437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-10T20:33:54.586038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-10T20:33:54.586453] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-10T20:33:54.587472] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-10T20:33:54.587537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:54.587604] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:54.587651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:54.587760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:54.657897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:54.658758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:54.658848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:54.658890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:54.781035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:54.781191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:54.781230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:54.781257] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:54.784845] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-10T20:33:54.785135] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-10T20:33:54.785261] [INFO ] [sig       ] SLXN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:54.933290] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SLXN.txt
[2025-12-10T20:33:54.933451] [INFO ] [sig       ] [2957/3612] Completed SLXN in 0.4s | 2.87 sym/s | Total: 17.1m | ETA: 3.8m
[2025-12-10T20:33:54.933490] [INFO ] [sig       ] [2958/3612] Forecasting SM...
[2025-12-10T20:33:54.933520] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-10T20:33:54.933549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-10T20:33:54.945699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-10T20:33:54.946092] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-10T20:33:54.946905] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-10T20:33:54.946971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:54.947003] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:54.947029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:54.947095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:55.006843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:55.007709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:55.007824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:55.007857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:55.132483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:55.132650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:55.132692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:55.132721] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:55.136082] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-12-10T20:33:55.136361] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-10T20:33:55.136485] [INFO ] [sig       ] SM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:55.282453] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SM.txt
[2025-12-10T20:33:55.282624] [INFO ] [sig       ] [2958/3612] Completed SM in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:55.282665] [INFO ] [sig       ] [2959/3612] Forecasting SMBC...
[2025-12-10T20:33:55.282694] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-10T20:33:55.282723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-10T20:33:55.294481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-10T20:33:55.294886] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-10T20:33:55.295666] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-10T20:33:55.295716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:55.295746] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:55.295772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:55.295827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:55.356730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:55.357601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:55.357690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:55.360835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:55.481914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:55.482255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:55.482292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:55.482320] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:55.485564] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-10T20:33:55.485842] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-10T20:33:55.485957] [INFO ] [sig       ] SMBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:55.627450] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMBC.txt
[2025-12-10T20:33:55.627589] [INFO ] [sig       ] [2959/3612] Completed SMBC in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:55.627629] [INFO ] [sig       ] [2960/3612] Forecasting SMBK...
[2025-12-10T20:33:55.627657] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-10T20:33:55.627686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-10T20:33:55.639216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-10T20:33:55.639484] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-10T20:33:55.640267] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-10T20:33:55.640316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:55.640347] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:55.640372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:55.640427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:55.698030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:55.698779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:55.698887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:55.698920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:55.820111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:55.820255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:55.820298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:55.820326] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:55.823757] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-10T20:33:55.824037] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-10T20:33:55.824158] [INFO ] [sig       ] SMBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:55.969850] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMBK.txt
[2025-12-10T20:33:55.970006] [INFO ] [sig       ] [2960/3612] Completed SMBK in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:55.970044] [INFO ] [sig       ] [2961/3612] Forecasting SMCI...
[2025-12-10T20:33:55.970262] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-10T20:33:55.970291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-10T20:33:55.982111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-10T20:33:55.982495] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-10T20:33:55.983278] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-10T20:33:55.983329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:55.983360] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:55.983386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:55.983440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:56.041393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:56.042268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:56.042353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:56.042386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:56.173205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:56.173362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:56.173401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:56.173429] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:56.176870] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-12-10T20:33:56.177161] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-10T20:33:56.177290] [INFO ] [sig       ] SMCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:56.325290] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMCI.txt
[2025-12-10T20:33:56.325440] [INFO ] [sig       ] [2961/3612] Completed SMCI in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:56.325484] [INFO ] [sig       ] [2962/3612] Forecasting SMCX...
[2025-12-10T20:33:56.325513] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-10T20:33:56.325543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-10T20:33:56.336956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-10T20:33:56.337302] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-10T20:33:56.338089] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-10T20:33:56.338139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:56.338169] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:56.338194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:56.338248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:56.397946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:56.398815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:56.398902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:56.398935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:56.526164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:56.526317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:56.526354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:56.526381] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:56.532841] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-10T20:33:56.533201] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-10T20:33:56.533337] [INFO ] [sig       ] SMCX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:56.679590] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMCX.txt
[2025-12-10T20:33:56.679745] [INFO ] [sig       ] [2962/3612] Completed SMCX in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:56.679783] [INFO ] [sig       ] [2963/3612] Forecasting SMFG...
[2025-12-10T20:33:56.679813] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-10T20:33:56.679842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-10T20:33:56.691791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-10T20:33:56.692195] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-10T20:33:56.692999] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-10T20:33:56.693049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:56.693082] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:56.693108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:56.693167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:56.753683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:56.754754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:56.754837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:56.754869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:56.879679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:56.879819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:56.879857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:56.879887] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:56.883358] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-10T20:33:56.883663] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-10T20:33:56.883802] [INFO ] [sig       ] SMFG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:57.024795] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SMFG.txt
[2025-12-10T20:33:57.024943] [INFO ] [sig       ] [2963/3612] Completed SMFG in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:57.024981] [INFO ] [sig       ] [2964/3612] Forecasting SMH...
[2025-12-10T20:33:57.025009] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-10T20:33:57.025037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-10T20:33:57.037445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-10T20:33:57.037867] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-10T20:33:57.038676] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-10T20:33:57.038727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:57.038757] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:57.038782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:57.038836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:57.097358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:57.098485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:57.098592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:57.098625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:57.223558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:57.223739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:57.223778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:57.223805] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:57.227145] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-10T20:33:57.227449] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-10T20:33:57.227595] [INFO ] [sig       ] SMH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:57.377963] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMH.txt
[2025-12-10T20:33:57.378100] [INFO ] [sig       ] [2964/3612] Completed SMH in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:57.378138] [INFO ] [sig       ] [2965/3612] Forecasting SMHI...
[2025-12-10T20:33:57.378166] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-10T20:33:57.378195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-10T20:33:57.389936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-10T20:33:57.390426] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-10T20:33:57.391211] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-10T20:33:57.391262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:57.391291] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:57.391316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:57.391369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:57.450796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:57.451787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:57.451869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:57.451901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:57.568990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:57.569336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:57.569392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:57.569420] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:57.573026] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-10T20:33:57.573296] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-10T20:33:57.573420] [INFO ] [sig       ] SMHI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:57.715451] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SMHI.txt
[2025-12-10T20:33:57.715594] [INFO ] [sig       ] [2965/3612] Completed SMHI in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.8m
[2025-12-10T20:33:57.715633] [INFO ] [sig       ] [2966/3612] Forecasting SMHX...
[2025-12-10T20:33:57.715662] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-10T20:33:57.715690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-10T20:33:57.728133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-10T20:33:57.728627] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-10T20:33:57.729752] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-10T20:33:57.729817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:57.729860] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:57.729894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:57.729973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:57.798754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:57.799696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:57.799785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:57.799818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:57.921826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:57.921980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:57.922018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:57.922045] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:57.925331] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-10T20:33:57.925616] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-10T20:33:57.925738] [INFO ] [sig       ] SMHX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:58.067161] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMHX.txt
[2025-12-10T20:33:58.067313] [INFO ] [sig       ] [2966/3612] Completed SMHX in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:33:58.067353] [INFO ] [sig       ] [2967/3612] Forecasting SMID...
[2025-12-10T20:33:58.067382] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-10T20:33:58.067411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-10T20:33:58.078788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-10T20:33:58.079344] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-10T20:33:58.080129] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-10T20:33:58.080347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:58.080420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:58.080459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:58.080520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:58.141276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:58.142162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:58.142246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:58.142279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:58.246555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:58.246730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:58.246769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:58.246796] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:58.250237] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-12-10T20:33:58.250508] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-10T20:33:58.250646] [INFO ] [sig       ] SMID: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:58.394129] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMID.txt
[2025-12-10T20:33:58.394278] [INFO ] [sig       ] [2967/3612] Completed SMID in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:33:58.394317] [INFO ] [sig       ] [2968/3612] Forecasting SMPL...
[2025-12-10T20:33:58.394346] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-10T20:33:58.394374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-10T20:33:58.406428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-10T20:33:58.406756] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-10T20:33:58.407507] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-10T20:33:58.407558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:58.407608] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:58.407635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:58.407690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:58.466062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:58.466913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:58.466995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:58.467028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:58.586943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:58.587276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:58.587314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:58.587341] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:58.591078] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-10T20:33:58.591350] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-10T20:33:58.591470] [INFO ] [sig       ] SMPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:58.741774] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMPL.txt
[2025-12-10T20:33:58.741927] [INFO ] [sig       ] [2968/3612] Completed SMPL in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:33:58.741974] [INFO ] [sig       ] [2969/3612] Forecasting SMTC...
[2025-12-10T20:33:58.742008] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-10T20:33:58.742045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-10T20:33:58.754219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-10T20:33:58.754553] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-10T20:33:58.755521] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-10T20:33:58.755596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:58.755644] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:58.755672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:58.755726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:58.819044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:58.820115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:58.820197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:58.820230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:58.940708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:58.940861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:58.940900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:58.940928] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:58.944682] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-10T20:33:58.944981] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-10T20:33:58.945110] [INFO ] [sig       ] SMTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:33:59.099738] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SMTC.txt
[2025-12-10T20:33:59.099894] [INFO ] [sig       ] [2969/3612] Completed SMTC in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:33:59.099955] [INFO ] [sig       ] [2970/3612] Forecasting SMTI...
[2025-12-10T20:33:59.099991] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-10T20:33:59.100027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-10T20:33:59.112002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-10T20:33:59.112459] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-10T20:33:59.113249] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-10T20:33:59.113299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:59.113329] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:59.113355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:59.113410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:59.175024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:59.175670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:59.175745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:59.175776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:59.297283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:59.297440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:59.297479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:59.297541] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:59.300954] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2025-12-10T20:33:59.301445] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-10T20:33:59.301600] [INFO ] [sig       ] SMTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:59.448911] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMTI.txt
[2025-12-10T20:33:59.449074] [INFO ] [sig       ] [2970/3612] Completed SMTI in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:33:59.449115] [INFO ] [sig       ] [2971/3612] Forecasting SMWB...
[2025-12-10T20:33:59.449147] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-10T20:33:59.449179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-10T20:33:59.461162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-10T20:33:59.461496] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-10T20:33:59.462297] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-10T20:33:59.462349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:59.462381] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:59.462407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:59.462464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:59.520883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:59.521494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:59.521587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:59.521620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:59.646619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:59.646769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:59.646810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:59.646849] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:33:59.650288] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-10T20:33:59.650555] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-10T20:33:59.650695] [INFO ] [sig       ] SMWB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:33:59.810298] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SMWB.txt
[2025-12-10T20:33:59.810456] [INFO ] [sig       ] [2971/3612] Completed SMWB in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:33:59.810496] [INFO ] [sig       ] [2972/3612] Forecasting SMX...
[2025-12-10T20:33:59.810523] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-10T20:33:59.810550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-10T20:33:59.825934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-10T20:33:59.826384] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-10T20:33:59.827508] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-10T20:33:59.827604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:33:59.827658] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:33:59.827703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:33:59.827823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:33:59.893060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:33:59.893962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:33:59.894046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:33:59.894079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:33:59.999301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:33:59.999466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:33:59.999506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:33:59.999535] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:00.003466] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-12-10T20:34:00.003852] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-10T20:34:00.004003] [INFO ] [sig       ] SMX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:00.156397] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SMX.txt
[2025-12-10T20:34:00.156562] [INFO ] [sig       ] [2972/3612] Completed SMX in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:34:00.156631] [INFO ] [sig       ] [2973/3612] Forecasting SN...
[2025-12-10T20:34:00.156662] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-10T20:34:00.156692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-10T20:34:00.168630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-10T20:34:00.168931] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-10T20:34:00.169731] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-10T20:34:00.169783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:00.169814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:00.169841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:00.169897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:00.229947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:00.230745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:00.230827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:00.230861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:00.359087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:00.359249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:00.359473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:00.359500] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:00.363269] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-10T20:34:00.363541] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-10T20:34:00.363684] [INFO ] [sig       ] SN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:00.510566] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SN.txt
[2025-12-10T20:34:00.510742] [INFO ] [sig       ] [2973/3612] Completed SN in 0.4s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:34:00.510781] [INFO ] [sig       ] [2974/3612] Forecasting SNA...
[2025-12-10T20:34:00.510810] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-10T20:34:00.510840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-10T20:34:00.522705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-10T20:34:00.523058] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-10T20:34:00.523843] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-10T20:34:00.523893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:00.523928] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:00.523960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:00.524027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:00.581442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:00.582390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:00.582469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:00.582500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:00.706446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:00.706620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:00.706663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:00.706691] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:00.710421] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-10T20:34:00.710708] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-10T20:34:00.710833] [INFO ] [sig       ] SNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:00.854610] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNA.txt
[2025-12-10T20:34:00.854746] [INFO ] [sig       ] [2974/3612] Completed SNA in 0.3s | 2.87 sym/s | Total: 17.2m | ETA: 3.7m
[2025-12-10T20:34:00.854785] [INFO ] [sig       ] [2975/3612] Forecasting SNAP...
[2025-12-10T20:34:00.854812] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-10T20:34:00.854842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-10T20:34:00.866368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-10T20:34:00.866692] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-10T20:34:00.867440] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-10T20:34:00.867490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:00.867521] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:00.867546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:00.867622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:00.924898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:00.925642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:00.925721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:00.925756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:01.046287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:01.046417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:01.046456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:01.046482] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:01.049811] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-10T20:34:01.050079] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-10T20:34:01.050197] [INFO ] [sig       ] SNAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:01.190337] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNAP.txt
[2025-12-10T20:34:01.190493] [INFO ] [sig       ] [2975/3612] Completed SNAP in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:01.190531] [INFO ] [sig       ] [2976/3612] Forecasting SNCY...
[2025-12-10T20:34:01.190559] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-10T20:34:01.190607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-10T20:34:01.201755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-10T20:34:01.202064] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-10T20:34:01.203033] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-10T20:34:01.203083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:01.203112] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:01.203137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:01.203191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:01.262657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:01.263476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:01.263557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:01.263624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:01.387488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:01.387660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:01.387701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:01.387772] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:01.391744] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-12-10T20:34:01.392046] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-10T20:34:01.392182] [INFO ] [sig       ] SNCY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:01.539079] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNCY.txt
[2025-12-10T20:34:01.539240] [INFO ] [sig       ] [2976/3612] Completed SNCY in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:01.539281] [INFO ] [sig       ] [2977/3612] Forecasting SND...
[2025-12-10T20:34:01.539309] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-10T20:34:01.539337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-10T20:34:01.552369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-10T20:34:01.552768] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-10T20:34:01.553523] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-10T20:34:01.553592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:01.553625] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:01.553652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:01.553706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:01.623526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:01.624627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:01.624755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:01.624789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:01.751556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:01.751715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:01.751755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:01.751782] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:01.755447] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-12-10T20:34:01.755745] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-10T20:34:01.755869] [INFO ] [sig       ] SND: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:01.904116] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SND.txt
[2025-12-10T20:34:01.904463] [INFO ] [sig       ] [2977/3612] Completed SND in 0.4s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:01.904503] [INFO ] [sig       ] [2978/3612] Forecasting SNDL...
[2025-12-10T20:34:01.904534] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-10T20:34:01.904565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-10T20:34:01.915993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-10T20:34:01.916348] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-10T20:34:01.917192] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-10T20:34:01.917243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:01.917275] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:01.917301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:01.917359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:01.978790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:01.979653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:01.979735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:01.979785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:02.102288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:02.102441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:02.102482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:02.102510] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:02.105804] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-10T20:34:02.106070] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-10T20:34:02.106191] [INFO ] [sig       ] SNDL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:02.253611] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNDL.txt
[2025-12-10T20:34:02.253769] [INFO ] [sig       ] [2978/3612] Completed SNDL in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:02.253810] [INFO ] [sig       ] [2979/3612] Forecasting SNDX...
[2025-12-10T20:34:02.253839] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-10T20:34:02.253868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-10T20:34:02.266818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-10T20:34:02.267172] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-10T20:34:02.267971] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-10T20:34:02.268023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:02.268054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:02.268080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:02.268135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:02.329375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:02.330263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:02.330349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:02.330384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:02.459408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:02.459559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:02.459618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:02.459648] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:02.463520] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-10T20:34:02.463835] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-10T20:34:02.463983] [INFO ] [sig       ] SNDX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:02.606076] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SNDX.txt
[2025-12-10T20:34:02.606206] [INFO ] [sig       ] [2979/3612] Completed SNDX in 0.4s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:02.606245] [INFO ] [sig       ] [2980/3612] Forecasting SNES...
[2025-12-10T20:34:02.606275] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-10T20:34:02.606304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-10T20:34:02.617211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-10T20:34:02.617500] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-10T20:34:02.618479] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-10T20:34:02.618529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:02.618561] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:02.618625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:02.618683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:02.677328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:02.678168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:02.678250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:02.678282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:02.800094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:02.800426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:02.800463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:02.800490] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:02.803770] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-10T20:34:02.804036] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-10T20:34:02.804157] [INFO ] [sig       ] SNES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:02.948015] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SNES.txt
[2025-12-10T20:34:02.948165] [INFO ] [sig       ] [2980/3612] Completed SNES in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:02.948204] [INFO ] [sig       ] [2981/3612] Forecasting SNEX...
[2025-12-10T20:34:02.948423] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-10T20:34:02.948452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-10T20:34:02.959908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-10T20:34:02.960186] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-10T20:34:02.960961] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-10T20:34:02.961011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:02.961042] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:02.961067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:02.961122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:03.021950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:03.022738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:03.022815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:03.022848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:03.140821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:03.140958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:03.140995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:03.141022] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:03.144279] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=25.31%)
[2025-12-10T20:34:03.144547] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-10T20:34:03.144683] [INFO ] [sig       ] SNEX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:03.283761] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SNEX.txt
[2025-12-10T20:34:03.283904] [INFO ] [sig       ] [2981/3612] Completed SNEX in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:03.283952] [INFO ] [sig       ] [2982/3612] Forecasting SNFCA...
[2025-12-10T20:34:03.283982] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-10T20:34:03.284012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-10T20:34:03.295124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-10T20:34:03.295399] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-10T20:34:03.296212] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-10T20:34:03.296262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:03.296293] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:03.296320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:03.296376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:03.353984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:03.354634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:03.354713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:03.354745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:03.472379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:03.472507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:03.472543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:03.472586] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:03.475941] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-10T20:34:03.476209] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-10T20:34:03.476324] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:03.616153] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNFCA.txt
[2025-12-10T20:34:03.616282] [INFO ] [sig       ] [2982/3612] Completed SNFCA in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.7m
[2025-12-10T20:34:03.616320] [INFO ] [sig       ] [2983/3612] Forecasting SNGX...
[2025-12-10T20:34:03.616348] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-10T20:34:03.616377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-10T20:34:03.628432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-10T20:34:03.628764] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-10T20:34:03.629856] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-10T20:34:03.629923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:03.629973] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:03.630012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:03.630091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:03.690052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:03.690987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:03.691063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:03.691095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:03.810678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:03.810798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:03.810836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:03.810864] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:03.814473] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-10T20:34:03.814759] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-10T20:34:03.814879] [INFO ] [sig       ] SNGX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:03.956608] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SNGX.txt
[2025-12-10T20:34:03.956729] [INFO ] [sig       ] [2983/3612] Completed SNGX in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:03.956767] [INFO ] [sig       ] [2984/3612] Forecasting SNN...
[2025-12-10T20:34:03.956802] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-10T20:34:03.956831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-10T20:34:03.968107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-10T20:34:03.968404] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-10T20:34:03.969233] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-10T20:34:03.969286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:03.969534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:03.969563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:03.969638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:04.027714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:04.028392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:04.028468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:04.028499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:04.147048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:04.147176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:04.147212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:04.147238] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:04.150444] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-10T20:34:04.150728] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-10T20:34:04.150847] [INFO ] [sig       ] SNN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:04.291176] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNN.txt
[2025-12-10T20:34:04.291295] [INFO ] [sig       ] [2984/3612] Completed SNN in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:04.291331] [INFO ] [sig       ] [2985/3612] Forecasting SNOA...
[2025-12-10T20:34:04.291359] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-10T20:34:04.291386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-10T20:34:04.302923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-10T20:34:04.303214] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-10T20:34:04.303981] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-10T20:34:04.304034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:04.304071] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:04.304102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:04.304169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:04.364373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:04.365012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:04.365088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:04.365121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:04.484754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:04.484881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:04.484930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:04.484958] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:04.488435] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-10T20:34:04.488727] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-10T20:34:04.488853] [INFO ] [sig       ] SNOA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:04.631180] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNOA.txt
[2025-12-10T20:34:04.631311] [INFO ] [sig       ] [2985/3612] Completed SNOA in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:04.631352] [INFO ] [sig       ] [2986/3612] Forecasting SNPS...
[2025-12-10T20:34:04.631383] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-10T20:34:04.631413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-10T20:34:04.643339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-10T20:34:04.643664] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-10T20:34:04.644660] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-10T20:34:04.644711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:04.644743] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:04.644771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:04.644828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:04.704960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:04.705783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:04.705866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:04.705898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:04.827222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:04.827367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:04.827404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:04.827432] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:04.830841] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-10T20:34:04.831106] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-10T20:34:04.831227] [INFO ] [sig       ] SNPS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:04.974248] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNPS.txt
[2025-12-10T20:34:04.974389] [INFO ] [sig       ] [2986/3612] Completed SNPS in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:04.974427] [INFO ] [sig       ] [2987/3612] Forecasting SNTI...
[2025-12-10T20:34:04.974456] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-10T20:34:04.974485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-10T20:34:04.989458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-10T20:34:04.989829] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-10T20:34:04.990640] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-10T20:34:04.990691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:04.990730] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:04.990759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:04.990815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:05.051702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:05.052370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:05.052448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:05.052480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:05.181107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:05.181260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:05.181300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:05.181403] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:05.184985] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-10T20:34:05.185269] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-10T20:34:05.185397] [INFO ] [sig       ] SNTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:05.329192] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNTI.txt
[2025-12-10T20:34:05.329325] [INFO ] [sig       ] [2987/3612] Completed SNTI in 0.4s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:05.329362] [INFO ] [sig       ] [2988/3612] Forecasting SNX...
[2025-12-10T20:34:05.329390] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-10T20:34:05.329420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-10T20:34:05.341303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-10T20:34:05.341633] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-10T20:34:05.342420] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-10T20:34:05.342683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:05.342715] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:05.342739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:05.342793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:05.400905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:05.401900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:05.401981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:05.402013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:05.528535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:05.528695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:05.528735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:05.528762] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:05.532556] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-12-10T20:34:05.532840] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-10T20:34:05.532961] [INFO ] [sig       ] SNX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:05.678635] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SNX.txt
[2025-12-10T20:34:05.678782] [INFO ] [sig       ] [2988/3612] Completed SNX in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:05.678821] [INFO ] [sig       ] [2989/3612] Forecasting SNY...
[2025-12-10T20:34:05.678848] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-10T20:34:05.678877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-10T20:34:05.690889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-10T20:34:05.691248] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-10T20:34:05.692064] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-10T20:34:05.692115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:05.692147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:05.692173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:05.692229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:05.752549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:05.753361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:05.753445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:05.753477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:05.875488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:05.875670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:05.875710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:05.875738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:05.879292] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-12-10T20:34:05.879604] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-10T20:34:05.879735] [INFO ] [sig       ] SNY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:06.024990] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SNY.txt
[2025-12-10T20:34:06.025140] [INFO ] [sig       ] [2989/3612] Completed SNY in 0.3s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:06.025181] [INFO ] [sig       ] [2990/3612] Forecasting SO...
[2025-12-10T20:34:06.025210] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-10T20:34:06.025241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-10T20:34:06.036853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-10T20:34:06.037183] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-10T20:34:06.038076] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-10T20:34:06.038134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:06.038166] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:06.038191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:06.038248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:06.099083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:06.100096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:06.100178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:06.100211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:06.221122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:06.221273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:06.221311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:06.221337] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:06.224623] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-10T20:34:06.224891] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-10T20:34:06.225007] [INFO ] [sig       ] SO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:06.375418] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SO.txt
[2025-12-10T20:34:06.375586] [INFO ] [sig       ] [2990/3612] Completed SO in 0.4s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:06.375628] [INFO ] [sig       ] [2991/3612] Forecasting SOCL...
[2025-12-10T20:34:06.375656] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-10T20:34:06.375684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-10T20:34:06.387861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-10T20:34:06.388259] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-10T20:34:06.389100] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-10T20:34:06.389153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:06.389185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:06.389211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:06.389277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:06.448794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:06.449677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:06.449773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:06.449824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:06.561391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:06.561593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:06.561652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:06.561697] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:06.566629] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=80.57%)
[2025-12-10T20:34:06.567103] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-10T20:34:06.567298] [INFO ] [sig       ] SOCL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:06.730204] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SOCL.txt
[2025-12-10T20:34:06.730426] [INFO ] [sig       ] [2991/3612] Completed SOCL in 0.4s | 2.87 sym/s | Total: 17.3m | ETA: 3.6m
[2025-12-10T20:34:06.730485] [INFO ] [sig       ] [2992/3612] Forecasting SOFI...
[2025-12-10T20:34:06.730524] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-10T20:34:06.730558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-10T20:34:06.746639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-10T20:34:06.747103] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-10T20:34:06.748135] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-10T20:34:06.748198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:06.748237] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:06.748271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:06.748350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:06.831396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:06.832393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:06.832511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:06.832544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:06.992074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:06.992245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:06.992291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:06.992351] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:06.996224] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-10T20:34:06.996650] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-10T20:34:06.996824] [INFO ] [sig       ] SOFI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:07.231886] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SOFI.txt
[2025-12-10T20:34:07.232124] [INFO ] [sig       ] [2992/3612] Completed SOFI in 0.5s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:07.232190] [INFO ] [sig       ] [2993/3612] Forecasting SOGP...
[2025-12-10T20:34:07.232237] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-10T20:34:07.232277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-10T20:34:07.253696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-10T20:34:07.254237] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-10T20:34:07.255521] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-10T20:34:07.255694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:07.255753] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:07.255798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:07.255892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:07.333024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:07.334167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:07.334287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:07.334325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:07.458664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:07.458825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:07.458865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:07.458894] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:07.462522] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-10T20:34:07.462914] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-10T20:34:07.463061] [INFO ] [sig       ] SOGP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:07.612871] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOGP.txt
[2025-12-10T20:34:07.613029] [INFO ] [sig       ] [2993/3612] Completed SOGP in 0.4s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:07.613068] [INFO ] [sig       ] [2994/3612] Forecasting SOJC...
[2025-12-10T20:34:07.613098] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-10T20:34:07.613126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-10T20:34:07.625605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-10T20:34:07.626052] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-10T20:34:07.626943] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-10T20:34:07.626996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:07.627029] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:07.627055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:07.627112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:07.687987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:07.688944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:07.689074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:07.689124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:07.815411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:07.815586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:07.815630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:07.815661] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:07.819294] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-10T20:34:07.819633] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-10T20:34:07.819777] [INFO ] [sig       ] SOJC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:07.966231] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SOJC.txt
[2025-12-10T20:34:07.966384] [INFO ] [sig       ] [2994/3612] Completed SOJC in 0.4s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:07.966424] [INFO ] [sig       ] [2995/3612] Forecasting SOJD...
[2025-12-10T20:34:07.966453] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-10T20:34:07.966482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-10T20:34:07.982225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-10T20:34:07.982943] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-10T20:34:07.984048] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-10T20:34:07.984100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:07.984132] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:07.984160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:07.984216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:08.041260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:08.042256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:08.042349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:08.042380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:08.160549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:08.160739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:08.160778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:08.160805] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:08.164223] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-10T20:34:08.164528] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-10T20:34:08.164682] [INFO ] [sig       ] SOJD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:08.309230] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOJD.txt
[2025-12-10T20:34:08.309605] [INFO ] [sig       ] [2995/3612] Completed SOJD in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:08.309648] [INFO ] [sig       ] [2996/3612] Forecasting SOJE...
[2025-12-10T20:34:08.309676] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-10T20:34:08.309704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-10T20:34:08.322009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-10T20:34:08.322412] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-10T20:34:08.323269] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-10T20:34:08.323322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:08.323354] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:08.323381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:08.323438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:08.382234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:08.383103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:08.383191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:08.383224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:08.506898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:08.507047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:08.507085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:08.507112] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:08.510509] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-12-10T20:34:08.510808] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-10T20:34:08.510939] [INFO ] [sig       ] SOJE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:08.653613] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOJE.txt
[2025-12-10T20:34:08.653775] [INFO ] [sig       ] [2996/3612] Completed SOJE in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:08.653815] [INFO ] [sig       ] [2997/3612] Forecasting SOL...
[2025-12-10T20:34:08.653844] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-10T20:34:08.653872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-10T20:34:08.665717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-10T20:34:08.666060] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-10T20:34:08.666886] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-10T20:34:08.666938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:08.666971] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:08.666998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:08.667055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:08.726425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:08.727544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:08.727689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:08.727754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:08.842872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:08.843018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:08.843056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:08.843084] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:08.846763] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-10T20:34:08.847030] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-10T20:34:08.847149] [INFO ] [sig       ] SOL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:08.986917] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOL.txt
[2025-12-10T20:34:08.987050] [INFO ] [sig       ] [2997/3612] Completed SOL in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:08.987089] [INFO ] [sig       ] [2998/3612] Forecasting SON...
[2025-12-10T20:34:08.987118] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-10T20:34:08.987146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-10T20:34:08.997913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-10T20:34:08.998192] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-10T20:34:08.998970] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-10T20:34:08.999020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:08.999051] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:08.999077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:08.999133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:09.056214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:09.056849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:09.056924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:09.056955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:09.176622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:09.176756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:09.176792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:09.176820] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:09.180061] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-10T20:34:09.180378] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-10T20:34:09.180501] [INFO ] [sig       ] SON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:09.317952] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SON.txt
[2025-12-10T20:34:09.318073] [INFO ] [sig       ] [2998/3612] Completed SON in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:09.318111] [INFO ] [sig       ] [2999/3612] Forecasting SONO...
[2025-12-10T20:34:09.318139] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-10T20:34:09.318167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-10T20:34:09.330042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-10T20:34:09.330446] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-10T20:34:09.331221] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-10T20:34:09.331272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:09.331302] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:09.331328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:09.331383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:09.388065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:09.388797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:09.388876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:09.388908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:09.510672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:09.510826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:09.510864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:09.510892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:09.514182] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-10T20:34:09.514452] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-10T20:34:09.514569] [INFO ] [sig       ] SONO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:09.659411] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SONO.txt
[2025-12-10T20:34:09.659555] [INFO ] [sig       ] [2999/3612] Completed SONO in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.6m
[2025-12-10T20:34:09.659614] [INFO ] [sig       ] [3000/3612] Forecasting SOPA...
[2025-12-10T20:34:09.659643] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-10T20:34:09.659671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-10T20:34:09.671057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-10T20:34:09.671368] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-10T20:34:09.672141] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-10T20:34:09.672193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:09.672224] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:09.672250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:09.672308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:09.729821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:09.730458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:09.730533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:09.730564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:09.854969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:09.855128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:09.855167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:09.855195] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:09.858442] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-12-10T20:34:09.858725] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-10T20:34:09.858843] [INFO ] [sig       ] SOPA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:10.002407] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOPA.txt
[2025-12-10T20:34:10.002561] [INFO ] [sig       ] [3000/3612] Completed SOPA in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:10.002623] [INFO ] [sig       ] [3001/3612] Forecasting SOPH...
[2025-12-10T20:34:10.002651] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-10T20:34:10.002679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-10T20:34:10.013809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-10T20:34:10.014152] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-10T20:34:10.014925] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-10T20:34:10.014976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:10.015035] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:10.015063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:10.015118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:10.072402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:10.073318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:10.073399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:10.073431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:10.186549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:10.186723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:10.186763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:10.186793] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:10.190268] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-10T20:34:10.190598] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-10T20:34:10.190735] [INFO ] [sig       ] SOPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:10.333284] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOPH.txt
[2025-12-10T20:34:10.333426] [INFO ] [sig       ] [3001/3612] Completed SOPH in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:10.333467] [INFO ] [sig       ] [3002/3612] Forecasting SOUN...
[2025-12-10T20:34:10.333495] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-10T20:34:10.333525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-10T20:34:10.346163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-10T20:34:10.346541] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-10T20:34:10.347543] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-10T20:34:10.347611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:10.347643] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:10.347668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:10.347746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:10.407080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:10.408034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:10.408119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:10.408150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:10.536251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:10.536409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:10.536450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:10.536478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:10.540550] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-10T20:34:10.540897] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-10T20:34:10.541036] [INFO ] [sig       ] SOUN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:10.703019] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SOUN.txt
[2025-12-10T20:34:10.703202] [INFO ] [sig       ] [3002/3612] Completed SOUN in 0.4s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:10.703252] [INFO ] [sig       ] [3003/3612] Forecasting SOXQ...
[2025-12-10T20:34:10.703285] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-10T20:34:10.703313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-10T20:34:10.715021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-10T20:34:10.715386] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-10T20:34:10.716195] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-10T20:34:10.716246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:10.716279] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:10.716305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:10.716361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:10.773536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:10.774402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:10.774484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:10.774515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:10.903352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:10.903505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:10.903543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:10.903591] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:10.906940] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2025-12-10T20:34:10.907243] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-10T20:34:10.907375] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:11.052041] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SOXQ.txt
[2025-12-10T20:34:11.052194] [INFO ] [sig       ] [3003/3612] Completed SOXQ in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:11.052233] [INFO ] [sig       ] [3004/3612] Forecasting SOXX...
[2025-12-10T20:34:11.052262] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-10T20:34:11.052297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-10T20:34:11.064894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-10T20:34:11.065287] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-10T20:34:11.066277] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-10T20:34:11.066328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:11.066375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:11.066402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:11.066457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:11.124997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:11.125862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:11.125947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:11.125978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:11.247799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:11.247948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:11.247985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:11.248042] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:11.251835] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=71.62%)
[2025-12-10T20:34:11.252103] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-10T20:34:11.252222] [INFO ] [sig       ] SOXX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:11.399048] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SOXX.txt
[2025-12-10T20:34:11.399177] [INFO ] [sig       ] [3004/3612] Completed SOXX in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:11.399216] [INFO ] [sig       ] [3005/3612] Forecasting SPAI...
[2025-12-10T20:34:11.399245] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-10T20:34:11.399274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-10T20:34:11.412670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-10T20:34:11.413103] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-10T20:34:11.413967] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-10T20:34:11.414021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:11.414063] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:11.414088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:11.414144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:11.474176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:11.475044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:11.475126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:11.475158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:11.595896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:11.596051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:11.596089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:11.596116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:11.599460] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-12-10T20:34:11.599765] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-10T20:34:11.599889] [INFO ] [sig       ] SPAI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:11.742292] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPAI.txt
[2025-12-10T20:34:11.742454] [INFO ] [sig       ] [3005/3612] Completed SPAI in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:11.742494] [INFO ] [sig       ] [3006/3612] Forecasting SPB...
[2025-12-10T20:34:11.742521] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-10T20:34:11.742550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-10T20:34:11.754160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-10T20:34:11.754540] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-10T20:34:11.755312] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-10T20:34:11.755362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:11.755392] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:11.755419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:11.755474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:11.811799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:11.812665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:11.812745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:11.812776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:11.935297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:11.935453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:11.935492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:11.935519] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:11.939196] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-10T20:34:11.939474] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-10T20:34:11.939614] [INFO ] [sig       ] SPB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:12.089471] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPB.txt
[2025-12-10T20:34:12.089649] [INFO ] [sig       ] [3006/3612] Completed SPB in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:12.089691] [INFO ] [sig       ] [3007/3612] Forecasting SPCB...
[2025-12-10T20:34:12.089719] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-10T20:34:12.089749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-10T20:34:12.102162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-10T20:34:12.102772] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-10T20:34:12.103734] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-10T20:34:12.103795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:12.103833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:12.103865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:12.103944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:12.165291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:12.166148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:12.166226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:12.166257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:12.293076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:12.293230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:12.293272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:12.293298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:12.296674] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-12-10T20:34:12.296953] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-10T20:34:12.297078] [INFO ] [sig       ] SPCB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:12.443052] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPCB.txt
[2025-12-10T20:34:12.443190] [INFO ] [sig       ] [3007/3612] Completed SPCB in 0.4s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:12.443234] [INFO ] [sig       ] [3008/3612] Forecasting SPCE...
[2025-12-10T20:34:12.443263] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-10T20:34:12.443293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-10T20:34:12.454199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-10T20:34:12.454521] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-10T20:34:12.455292] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-10T20:34:12.455343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:12.455375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:12.455401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:12.455457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:12.510836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:12.511481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:12.511559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:12.511615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:12.627206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:12.627366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:12.627404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:12.627433] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:12.630841] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-10T20:34:12.631171] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-10T20:34:12.631308] [INFO ] [sig       ] SPCE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:12.775657] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPCE.txt
[2025-12-10T20:34:12.775806] [INFO ] [sig       ] [3008/3612] Completed SPCE in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:12.775848] [INFO ] [sig       ] [3009/3612] Forecasting SPE...
[2025-12-10T20:34:12.775876] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-10T20:34:12.775906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-10T20:34:12.788343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-10T20:34:12.788873] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-10T20:34:12.789826] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-10T20:34:12.789876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:12.789906] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:12.789931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:12.789985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:12.846827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:12.847463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:12.847539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:12.847569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:12.963372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:12.963512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:12.963550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:12.963595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:12.966932] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=23.12%)
[2025-12-10T20:34:12.967202] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-10T20:34:12.967338] [INFO ] [sig       ] SPE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:13.108412] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPE.txt
[2025-12-10T20:34:13.108538] [INFO ] [sig       ] [3009/3612] Completed SPE in 0.3s | 2.87 sym/s | Total: 17.4m | ETA: 3.5m
[2025-12-10T20:34:13.108592] [INFO ] [sig       ] [3010/3612] Forecasting SPFI...
[2025-12-10T20:34:13.108623] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-10T20:34:13.108652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-10T20:34:13.119653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-10T20:34:13.119940] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-10T20:34:13.120723] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-10T20:34:13.120772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:13.120803] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:13.120828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:13.120882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:13.177139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:13.177810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:13.177886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:13.177917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:13.297049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:13.297195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:13.297232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:13.297260] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:13.300711] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-10T20:34:13.300980] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-10T20:34:13.301102] [INFO ] [sig       ] SPFI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:13.451961] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPFI.txt
[2025-12-10T20:34:13.452111] [INFO ] [sig       ] [3010/3612] Completed SPFI in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:13.452151] [INFO ] [sig       ] [3011/3612] Forecasting SPG...
[2025-12-10T20:34:13.452180] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-10T20:34:13.452209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-10T20:34:13.465330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-10T20:34:13.465862] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-10T20:34:13.466626] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-10T20:34:13.466677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:13.466708] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:13.466734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:13.466789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:13.523462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:13.524268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:13.524379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:13.524412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:13.649505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:13.649669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:13.649727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:13.649757] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:13.653096] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-10T20:34:13.653367] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-10T20:34:13.653486] [INFO ] [sig       ] SPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:13.850456] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPG.txt
[2025-12-10T20:34:13.850617] [INFO ] [sig       ] [3011/3612] Completed SPG in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:13.850659] [INFO ] [sig       ] [3012/3612] Forecasting SPGI...
[2025-12-10T20:34:13.850688] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-10T20:34:13.850717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-10T20:34:13.863289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-10T20:34:13.863598] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-10T20:34:13.864333] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-10T20:34:13.864382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:13.864413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:13.864439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:13.864493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:13.923043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:13.923963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:13.924046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:13.924079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:14.045857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:14.046015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:14.046054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:14.046082] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:14.049493] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-10T20:34:14.049780] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-10T20:34:14.049907] [INFO ] [sig       ] SPGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:14.192366] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPGI.txt
[2025-12-10T20:34:14.192513] [INFO ] [sig       ] [3012/3612] Completed SPGI in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:14.192552] [INFO ] [sig       ] [3013/3612] Forecasting SPH...
[2025-12-10T20:34:14.192600] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-10T20:34:14.192630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-10T20:34:14.204593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-10T20:34:14.204925] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-10T20:34:14.205691] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-10T20:34:14.205741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:14.205772] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:14.205799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:14.205854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:14.263804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:14.264823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:14.264932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:14.264982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:14.384987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:14.385136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:14.385176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:14.385203] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:14.388754] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-10T20:34:14.389026] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-10T20:34:14.389150] [INFO ] [sig       ] SPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:14.529695] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPH.txt
[2025-12-10T20:34:14.529836] [INFO ] [sig       ] [3013/3612] Completed SPH in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:14.529875] [INFO ] [sig       ] [3014/3612] Forecasting SPNS...
[2025-12-10T20:34:14.529904] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-10T20:34:14.529932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-10T20:34:14.541345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-10T20:34:14.541673] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-10T20:34:14.542426] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-10T20:34:14.542477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:14.542508] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:14.542535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:14.542611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:14.601659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:14.602513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:14.602806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:14.602840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:14.725274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:14.725427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:14.725465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:14.725493] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:14.729197] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=65.83%)
[2025-12-10T20:34:14.729467] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-10T20:34:14.729604] [INFO ] [sig       ] SPNS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:14.876405] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPNS.txt
[2025-12-10T20:34:14.876593] [INFO ] [sig       ] [3014/3612] Completed SPNS in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:14.876634] [INFO ] [sig       ] [3015/3612] Forecasting SPOK...
[2025-12-10T20:34:14.876663] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-10T20:34:14.876692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-10T20:34:14.887788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-10T20:34:14.888117] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-10T20:34:14.888882] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-10T20:34:14.888933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:14.888977] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:14.889004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:14.889059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:14.945651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:14.946365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:14.946442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:14.946473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:15.062786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:15.062935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:15.062973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:15.063001] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:15.066354] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-10T20:34:15.066666] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-10T20:34:15.066793] [INFO ] [sig       ] SPOK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:15.214282] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPOK.txt
[2025-12-10T20:34:15.214413] [INFO ] [sig       ] [3015/3612] Completed SPOK in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:15.214451] [INFO ] [sig       ] [3016/3612] Forecasting SPRC...
[2025-12-10T20:34:15.214479] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-10T20:34:15.214507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-10T20:34:15.225709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-10T20:34:15.226024] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-10T20:34:15.226862] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-10T20:34:15.226914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:15.226946] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:15.226972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:15.227027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:15.285027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:15.285928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:15.286005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:15.286036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:15.405296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:15.405452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:15.405489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:15.405515] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:15.409253] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-12-10T20:34:15.409640] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-10T20:34:15.409783] [INFO ] [sig       ] SPRC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:15.556060] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPRC.txt
[2025-12-10T20:34:15.556219] [INFO ] [sig       ] [3016/3612] Completed SPRC in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:15.556260] [INFO ] [sig       ] [3017/3612] Forecasting SPRO...
[2025-12-10T20:34:15.556288] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-10T20:34:15.556317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-10T20:34:15.567921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-10T20:34:15.568346] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-10T20:34:15.569196] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-10T20:34:15.569249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:15.569282] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:15.569309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:15.569364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:15.627496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:15.628361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:15.628441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:15.628474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:15.755921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:15.756016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:15.756053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:15.756082] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:15.759835] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-10T20:34:15.760120] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-10T20:34:15.760244] [INFO ] [sig       ] SPRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:15.910745] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPRO.txt
[2025-12-10T20:34:15.910871] [INFO ] [sig       ] [3017/3612] Completed SPRO in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.5m
[2025-12-10T20:34:15.910908] [INFO ] [sig       ] [3018/3612] Forecasting SPRX...
[2025-12-10T20:34:15.910938] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-10T20:34:15.910966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-10T20:34:15.921921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-10T20:34:15.922215] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-10T20:34:15.923012] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-10T20:34:15.923063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:15.923120] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:15.923149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:15.923205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:15.981043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:15.981753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:15.981832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:15.981865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:16.103842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:16.103980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:16.104019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:16.104048] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:16.107401] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-10T20:34:16.107684] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-10T20:34:16.107833] [INFO ] [sig       ] SPRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:16.264384] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPRX.txt
[2025-12-10T20:34:16.264545] [INFO ] [sig       ] [3018/3612] Completed SPRX in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:16.264797] [INFO ] [sig       ] [3019/3612] Forecasting SPRY...
[2025-12-10T20:34:16.264836] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-10T20:34:16.264866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-10T20:34:16.276392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-10T20:34:16.276768] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-10T20:34:16.277529] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-10T20:34:16.277599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:16.277631] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:16.277657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:16.277712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:16.335240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:16.336116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:16.336198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:16.336229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:16.462622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:16.462772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:16.462811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:16.462838] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:16.466167] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-10T20:34:16.466477] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-10T20:34:16.466630] [INFO ] [sig       ] SPRY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:16.616672] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPRY.txt
[2025-12-10T20:34:16.616808] [INFO ] [sig       ] [3019/3612] Completed SPRY in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:16.616847] [INFO ] [sig       ] [3020/3612] Forecasting SPSC...
[2025-12-10T20:34:16.616875] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-10T20:34:16.616904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-10T20:34:16.629211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-10T20:34:16.629788] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-10T20:34:16.630544] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-10T20:34:16.630614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:16.630647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:16.630673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:16.630727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:16.687854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:16.688724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:16.688806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:16.688840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:16.810227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:16.810382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:16.810424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:16.810451] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:16.814168] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-10T20:34:16.814462] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-10T20:34:16.814791] [INFO ] [sig       ] SPSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:16.961417] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPSC.txt
[2025-12-10T20:34:16.961563] [INFO ] [sig       ] [3020/3612] Completed SPSC in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:16.961625] [INFO ] [sig       ] [3021/3612] Forecasting SPWH...
[2025-12-10T20:34:16.961653] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-10T20:34:16.961682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-10T20:34:16.974496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-10T20:34:16.974821] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-10T20:34:16.975804] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-10T20:34:16.975857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:16.975891] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:16.975918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:16.975974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:17.040133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:17.041016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:17.041100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:17.041133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:17.165757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:17.165911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:17.165949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:17.166013] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:17.169665] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-12-10T20:34:17.169984] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-10T20:34:17.170116] [INFO ] [sig       ] SPWH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:17.322305] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPWH.txt
[2025-12-10T20:34:17.322466] [INFO ] [sig       ] [3021/3612] Completed SPWH in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:17.322506] [INFO ] [sig       ] [3022/3612] Forecasting SPXC...
[2025-12-10T20:34:17.322534] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-10T20:34:17.322562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-10T20:34:17.335345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-10T20:34:17.335957] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-10T20:34:17.336750] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-10T20:34:17.336801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:17.336833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:17.336859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:17.336914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:17.398333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:17.399223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:17.399309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:17.399341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:17.525411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:17.525568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:17.525631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:17.525679] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:17.529601] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-10T20:34:17.529955] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-10T20:34:17.530096] [INFO ] [sig       ] SPXC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:17.682617] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SPXC.txt
[2025-12-10T20:34:17.682779] [INFO ] [sig       ] [3022/3612] Completed SPXC in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:17.682821] [INFO ] [sig       ] [3023/3612] Forecasting SPXX...
[2025-12-10T20:34:17.682849] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-10T20:34:17.682876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-10T20:34:17.694344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-10T20:34:17.694657] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-10T20:34:17.695405] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-10T20:34:17.695455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:17.695485] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:17.695511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:17.695566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:17.754066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:17.755150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:17.755240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:17.755272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:17.879187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:17.879330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:17.879368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:17.879397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:17.882764] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=79.20%)
[2025-12-10T20:34:17.883025] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-10T20:34:17.883142] [INFO ] [sig       ] SPXX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:18.029962] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SPXX.txt
[2025-12-10T20:34:18.030128] [INFO ] [sig       ] [3023/3612] Completed SPXX in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:18.030169] [INFO ] [sig       ] [3024/3612] Forecasting SQM...
[2025-12-10T20:34:18.030199] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-10T20:34:18.030230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-10T20:34:18.044048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-10T20:34:18.044472] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-10T20:34:18.045475] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-10T20:34:18.045529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:18.045561] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:18.045609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:18.045667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:18.104054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:18.105094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:18.105174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:18.105222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:18.235131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:18.235292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:18.235335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:18.235368] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:18.239919] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2025-12-10T20:34:18.240284] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-10T20:34:18.240456] [INFO ] [sig       ] SQM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:18.388663] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SQM.txt
[2025-12-10T20:34:18.388820] [INFO ] [sig       ] [3024/3612] Completed SQM in 0.4s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:18.388859] [INFO ] [sig       ] [3025/3612] Forecasting SQNS...
[2025-12-10T20:34:18.388889] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-10T20:34:18.388918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-10T20:34:18.402858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-10T20:34:18.403291] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-10T20:34:18.404318] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-10T20:34:18.404369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:18.404401] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:18.404428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:18.404485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:18.462812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:18.463793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:18.463879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:18.463911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:18.584255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:18.584421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:18.584465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:18.584495] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:18.588342] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-10T20:34:18.588656] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-10T20:34:18.588778] [INFO ] [sig       ] SQNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:18.732638] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SQNS.txt
[2025-12-10T20:34:18.732776] [INFO ] [sig       ] [3025/3612] Completed SQNS in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:18.732814] [INFO ] [sig       ] [3026/3612] Forecasting SQQQ...
[2025-12-10T20:34:18.732843] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-10T20:34:18.732871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-10T20:34:18.746120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-10T20:34:18.746437] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-10T20:34:18.747235] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-10T20:34:18.747287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:18.747321] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:18.747372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:18.747434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:18.806385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:18.807040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:18.807117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:18.807147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:18.929726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:18.929872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:18.929909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:18.929937] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:18.933558] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-10T20:34:18.933841] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-10T20:34:18.933959] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:19.073353] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SQQQ.txt
[2025-12-10T20:34:19.073484] [INFO ] [sig       ] [3026/3612] Completed SQQQ in 0.3s | 2.87 sym/s | Total: 17.5m | ETA: 3.4m
[2025-12-10T20:34:19.073522] [INFO ] [sig       ] [3027/3612] Forecasting SRAD...
[2025-12-10T20:34:19.073551] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-10T20:34:19.073597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-10T20:34:19.085764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-10T20:34:19.086046] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-10T20:34:19.086825] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-10T20:34:19.086875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:19.086906] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:19.086931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:19.086986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:19.144643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:19.145251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:19.145326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:19.145357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:19.264557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:19.264697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:19.264733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:19.264761] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:19.268322] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=47.20%)
[2025-12-10T20:34:19.268624] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-10T20:34:19.268746] [INFO ] [sig       ] SRAD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:19.408566] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SRAD.txt
[2025-12-10T20:34:19.408690] [INFO ] [sig       ] [3027/3612] Completed SRAD in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:19.408727] [INFO ] [sig       ] [3028/3612] Forecasting SRBK...
[2025-12-10T20:34:19.408754] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-10T20:34:19.408782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-10T20:34:19.421451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-10T20:34:19.421772] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-10T20:34:19.422567] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-10T20:34:19.422633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:19.422664] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:19.422690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:19.422744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:19.483936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:19.484809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:19.484929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:19.484962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:19.606472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:19.606643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:19.606685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:19.606713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:19.609995] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-10T20:34:19.610258] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-10T20:34:19.610379] [INFO ] [sig       ] SRBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:19.756133] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SRBK.txt
[2025-12-10T20:34:19.756295] [INFO ] [sig       ] [3028/3612] Completed SRBK in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:19.756333] [INFO ] [sig       ] [3029/3612] Forecasting SRCE...
[2025-12-10T20:34:19.756364] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-10T20:34:19.756393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-10T20:34:19.768207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-10T20:34:19.768522] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-10T20:34:19.769532] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-10T20:34:19.769605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:19.769641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:19.769669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:19.769725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:19.829546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:19.830594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:19.830676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:19.830879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:19.954239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:19.954390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:19.954428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:19.954456] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:19.958131] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-10T20:34:19.958406] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-10T20:34:19.958528] [INFO ] [sig       ] SRCE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:20.104757] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SRCE.txt
[2025-12-10T20:34:20.104911] [INFO ] [sig       ] [3029/3612] Completed SRCE in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:20.104949] [INFO ] [sig       ] [3030/3612] Forecasting SRE...
[2025-12-10T20:34:20.104978] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-10T20:34:20.105014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-10T20:34:20.117079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-10T20:34:20.117450] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-10T20:34:20.118416] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-10T20:34:20.118470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:20.118505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:20.118531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:20.118615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:20.179900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:20.180800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:20.180888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:20.180919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:20.304048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:20.304204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:20.304242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:20.304270] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:20.307807] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-10T20:34:20.308095] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-10T20:34:20.308224] [INFO ] [sig       ] SRE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:20.450611] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SRE.txt
[2025-12-10T20:34:20.450957] [INFO ] [sig       ] [3030/3612] Completed SRE in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:20.450997] [INFO ] [sig       ] [3031/3612] Forecasting SREA...
[2025-12-10T20:34:20.451025] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-10T20:34:20.451053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-10T20:34:20.464025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-10T20:34:20.464380] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-10T20:34:20.465223] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-10T20:34:20.465275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:20.465308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:20.465334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:20.465392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:20.525983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:20.526825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:20.526904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:20.526935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:20.647058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:20.647212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:20.647249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:20.647278] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:20.651380] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-10T20:34:20.651674] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-10T20:34:20.651797] [INFO ] [sig       ] SREA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:20.793330] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SREA.txt
[2025-12-10T20:34:20.793512] [INFO ] [sig       ] [3031/3612] Completed SREA in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:20.793554] [INFO ] [sig       ] [3032/3612] Forecasting SRFM...
[2025-12-10T20:34:20.793602] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-10T20:34:20.793641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-10T20:34:20.804807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-10T20:34:20.805181] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-10T20:34:20.806023] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-10T20:34:20.806076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:20.806109] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:20.806136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:20.806193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:20.865591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:20.866443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:20.866522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:20.866554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:20.985191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:20.985336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:20.985374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:20.985401] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:20.989244] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-10T20:34:20.989511] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-10T20:34:20.989840] [INFO ] [sig       ] SRFM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:21.131062] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SRFM.txt
[2025-12-10T20:34:21.131211] [INFO ] [sig       ] [3032/3612] Completed SRFM in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:21.131250] [INFO ] [sig       ] [3033/3612] Forecasting SRG...
[2025-12-10T20:34:21.131278] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-10T20:34:21.131307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-10T20:34:21.142671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-10T20:34:21.142951] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-10T20:34:21.143760] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-10T20:34:21.143812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:21.143844] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:21.143872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:21.143928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:21.200420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:21.201262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:21.201344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:21.201375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:21.318912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:21.319063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:21.319101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:21.319128] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:21.322398] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-10T20:34:21.322699] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-10T20:34:21.322818] [INFO ] [sig       ] SRG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:21.462983] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SRG.txt
[2025-12-10T20:34:21.463138] [INFO ] [sig       ] [3033/3612] Completed SRG in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:21.463177] [INFO ] [sig       ] [3034/3612] Forecasting SRI...
[2025-12-10T20:34:21.463205] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-10T20:34:21.463233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-10T20:34:21.474599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-10T20:34:21.474956] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-10T20:34:21.475734] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-10T20:34:21.475784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:21.475815] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:21.475841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:21.475895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:21.533370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:21.534205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:21.534286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:21.534317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:21.653073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:21.653220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:21.653258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:21.653285] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:21.656540] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-10T20:34:21.656828] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-10T20:34:21.656948] [INFO ] [sig       ] SRI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:21.798054] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SRI.txt
[2025-12-10T20:34:21.798205] [INFO ] [sig       ] [3034/3612] Completed SRI in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.4m
[2025-12-10T20:34:21.798244] [INFO ] [sig       ] [3035/3612] Forecasting SRRK...
[2025-12-10T20:34:21.798272] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-10T20:34:21.798301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-10T20:34:21.812567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-10T20:34:21.813035] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-10T20:34:21.814197] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-10T20:34:21.814267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:21.814353] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:21.814402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:21.814496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:21.884440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:21.885301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:21.885382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:21.885413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:22.004350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:22.004508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:22.004546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:22.004592] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:22.008096] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-10T20:34:22.008373] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-10T20:34:22.008498] [INFO ] [sig       ] SRRK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:22.149070] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SRRK.txt
[2025-12-10T20:34:22.149215] [INFO ] [sig       ] [3035/3612] Completed SRRK in 0.4s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:22.149255] [INFO ] [sig       ] [3036/3612] Forecasting SRTS...
[2025-12-10T20:34:22.149283] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-10T20:34:22.149312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-10T20:34:22.161020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-10T20:34:22.161280] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-10T20:34:22.162042] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-10T20:34:22.162091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:22.162121] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:22.162146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:22.162200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:22.218801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:22.219658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:22.219737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:22.219768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:22.334388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:22.334539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:22.334594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:22.334624] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:22.337884] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-10T20:34:22.338159] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-10T20:34:22.338285] [INFO ] [sig       ] SRTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:22.483656] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SRTS.txt
[2025-12-10T20:34:22.483810] [INFO ] [sig       ] [3036/3612] Completed SRTS in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:22.483849] [INFO ] [sig       ] [3037/3612] Forecasting SSB...
[2025-12-10T20:34:22.483880] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-10T20:34:22.483909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-10T20:34:22.495012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-10T20:34:22.495299] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-10T20:34:22.496097] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-10T20:34:22.496149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:22.496182] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:22.496210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:22.496266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:22.554921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:22.555742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:22.555826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:22.555863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:22.677190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:22.677340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:22.677379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:22.677406] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:22.680857] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-10T20:34:22.681131] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-10T20:34:22.681254] [INFO ] [sig       ] SSB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:22.823931] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSB.txt
[2025-12-10T20:34:22.824085] [INFO ] [sig       ] [3037/3612] Completed SSB in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:22.824126] [INFO ] [sig       ] [3038/3612] Forecasting SSD...
[2025-12-10T20:34:22.824157] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-10T20:34:22.824188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-10T20:34:22.836732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-10T20:34:22.837089] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-10T20:34:22.837897] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-10T20:34:22.837948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:22.837978] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:22.838002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:22.838056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:22.898792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:22.899648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:22.899733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:22.899766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:23.021283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:23.021439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:23.021477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:23.021537] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:23.024866] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-12-10T20:34:23.025140] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-10T20:34:23.025262] [INFO ] [sig       ] SSD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:23.164973] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSD.txt
[2025-12-10T20:34:23.165101] [INFO ] [sig       ] [3038/3612] Completed SSD in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:23.165138] [INFO ] [sig       ] [3039/3612] Forecasting SSL...
[2025-12-10T20:34:23.165166] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-10T20:34:23.165195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-10T20:34:23.176171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-10T20:34:23.176416] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-10T20:34:23.177359] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-10T20:34:23.177419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:23.177450] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:23.177476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:23.177530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:23.233557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:23.234396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:23.234476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:23.234507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:23.353482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:23.353644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:23.353685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:23.353713] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:23.357062] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-10T20:34:23.357336] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-10T20:34:23.357457] [INFO ] [sig       ] SSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:23.499538] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSL.txt
[2025-12-10T20:34:23.499685] [INFO ] [sig       ] [3039/3612] Completed SSL in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:23.499725] [INFO ] [sig       ] [3040/3612] Forecasting SSNC...
[2025-12-10T20:34:23.499753] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-10T20:34:23.499781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-10T20:34:23.510951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-10T20:34:23.511225] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-10T20:34:23.511991] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-10T20:34:23.512041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:23.512071] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:23.512097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:23.512151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:23.569904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:23.570548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:23.570671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:23.570706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:23.692311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:23.692455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:23.692492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:23.692520] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:23.696336] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-10T20:34:23.696626] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-10T20:34:23.696743] [INFO ] [sig       ] SSNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:23.836806] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSNC.txt
[2025-12-10T20:34:23.836924] [INFO ] [sig       ] [3040/3612] Completed SSNC in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:23.836963] [INFO ] [sig       ] [3041/3612] Forecasting SSP...
[2025-12-10T20:34:23.836990] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-10T20:34:23.837018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-10T20:34:23.849050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-10T20:34:23.849331] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-10T20:34:23.850289] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-10T20:34:23.850340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:23.850372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:23.850398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:23.850456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:23.911524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:23.912461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:23.912542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:23.912593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:24.027683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:24.027837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:24.027873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:24.027900] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:24.031452] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-10T20:34:24.031755] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-10T20:34:24.031898] [INFO ] [sig       ] SSP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:24.172116] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSP.txt
[2025-12-10T20:34:24.172236] [INFO ] [sig       ] [3041/3612] Completed SSP in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:24.172274] [INFO ] [sig       ] [3042/3612] Forecasting SSRM...
[2025-12-10T20:34:24.172302] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-10T20:34:24.172330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-10T20:34:24.183756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-10T20:34:24.184171] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-10T20:34:24.185063] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-10T20:34:24.185117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:24.185150] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:24.185178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:24.185235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:24.247481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:24.248420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:24.248500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:24.248534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:24.378249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:24.378398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:24.378437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:24.378464] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:24.382028] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-12-10T20:34:24.382306] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-10T20:34:24.382430] [INFO ] [sig       ] SSRM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:24.527225] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SSRM.txt
[2025-12-10T20:34:24.527350] [INFO ] [sig       ] [3042/3612] Completed SSRM in 0.4s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:24.527405] [INFO ] [sig       ] [3043/3612] Forecasting SSSS...
[2025-12-10T20:34:24.527436] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-10T20:34:24.527464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-10T20:34:24.539566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-10T20:34:24.539890] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-10T20:34:24.540672] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-10T20:34:24.540724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:24.540757] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:24.540785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:24.540843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:24.601481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:24.602373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:24.602451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:24.602483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:24.727381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:24.727527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:24.727582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:24.727615] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:24.731435] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-10T20:34:24.731727] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-10T20:34:24.731850] [INFO ] [sig       ] SSSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:24.873150] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSSS.txt
[2025-12-10T20:34:24.873270] [INFO ] [sig       ] [3043/3612] Completed SSSS in 0.3s | 2.87 sym/s | Total: 17.6m | ETA: 3.3m
[2025-12-10T20:34:24.873308] [INFO ] [sig       ] [3044/3612] Forecasting SSTI...
[2025-12-10T20:34:24.873336] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-10T20:34:24.873364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-10T20:34:24.884532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-10T20:34:24.884857] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-10T20:34:24.885650] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-10T20:34:24.885701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:24.885733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:24.885762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:24.885818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:24.944669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:24.945375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:24.945453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:24.945486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:25.068967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:25.069140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:25.069181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:25.069208] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:25.073769] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-10T20:34:25.074094] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-10T20:34:25.074238] [INFO ] [sig       ] SSTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:25.217759] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SSTI.txt
[2025-12-10T20:34:25.217919] [INFO ] [sig       ] [3044/3612] Completed SSTI in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:25.217963] [INFO ] [sig       ] [3045/3612] Forecasting SSTK...
[2025-12-10T20:34:25.217993] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-10T20:34:25.218024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-10T20:34:25.230526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-10T20:34:25.231139] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-10T20:34:25.231937] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-10T20:34:25.231990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:25.232021] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:25.232048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:25.232103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:25.288842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:25.289822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:25.289938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:25.289970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:25.409112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:25.409266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:25.409306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:25.409334] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:25.413332] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-10T20:34:25.413712] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-10T20:34:25.413853] [INFO ] [sig       ] SSTK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:25.554041] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SSTK.txt
[2025-12-10T20:34:25.554172] [INFO ] [sig       ] [3045/3612] Completed SSTK in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:25.554210] [INFO ] [sig       ] [3046/3612] Forecasting SSYS...
[2025-12-10T20:34:25.554238] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-10T20:34:25.554267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-10T20:34:25.566402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-10T20:34:25.566815] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-10T20:34:25.567833] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-10T20:34:25.567883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:25.567914] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:25.567939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:25.567993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:25.625274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:25.626147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:25.626230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:25.626262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:25.743368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:25.743521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:25.743607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:25.743647] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:25.747009] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-10T20:34:25.747275] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-10T20:34:25.747394] [INFO ] [sig       ] SSYS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:25.888743] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SSYS.txt
[2025-12-10T20:34:25.889086] [INFO ] [sig       ] [3046/3612] Completed SSYS in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:25.889126] [INFO ] [sig       ] [3047/3612] Forecasting STAA...
[2025-12-10T20:34:25.889154] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-10T20:34:25.889183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-10T20:34:25.901434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-10T20:34:25.901736] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-10T20:34:25.902473] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-10T20:34:25.902523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:25.902553] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:25.902597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:25.902655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:25.960038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:25.960670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:25.960743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:25.960774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:26.079275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:26.079418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:26.079455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:26.079482] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:26.083189] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-10T20:34:26.083452] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-10T20:34:26.083612] [INFO ] [sig       ] STAA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:26.227852] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STAA.txt
[2025-12-10T20:34:26.228009] [INFO ] [sig       ] [3047/3612] Completed STAA in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:26.228049] [INFO ] [sig       ] [3048/3612] Forecasting STAG...
[2025-12-10T20:34:26.228076] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-10T20:34:26.228112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-10T20:34:26.240954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-10T20:34:26.241348] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-10T20:34:26.242131] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-10T20:34:26.242182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:26.242214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:26.242240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:26.242293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:26.299647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:26.300512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:26.300619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:26.300652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:26.428430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:26.428609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:26.428655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:26.428691] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:26.432190] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-10T20:34:26.432459] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-10T20:34:26.432600] [INFO ] [sig       ] STAG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:26.580170] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STAG.txt
[2025-12-10T20:34:26.580348] [INFO ] [sig       ] [3048/3612] Completed STAG in 0.4s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:26.580390] [INFO ] [sig       ] [3049/3612] Forecasting STBA...
[2025-12-10T20:34:26.580419] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-10T20:34:26.580448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-10T20:34:26.592330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-10T20:34:26.592722] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-10T20:34:26.593799] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-10T20:34:26.594024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:26.594056] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:26.594082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:26.594136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:26.652804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:26.653589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:26.653667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:26.653698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:26.769588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:26.769733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:26.769960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:26.769986] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:26.773505] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-10T20:34:26.773997] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-10T20:34:26.774117] [INFO ] [sig       ] STBA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:26.912694] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STBA.txt
[2025-12-10T20:34:26.912834] [INFO ] [sig       ] [3049/3612] Completed STBA in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:26.912873] [INFO ] [sig       ] [3050/3612] Forecasting STC...
[2025-12-10T20:34:26.912901] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-10T20:34:26.912929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-10T20:34:26.925317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-10T20:34:26.925672] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-10T20:34:26.926438] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-10T20:34:26.926489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:26.926533] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:26.926560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:26.926637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:26.986193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:26.987251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:26.987331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:26.987362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:27.106282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:27.106421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:27.106460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:27.106488] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:27.110164] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-10T20:34:27.110430] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-10T20:34:27.110548] [INFO ] [sig       ] STC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:27.255686] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STC.txt
[2025-12-10T20:34:27.255817] [INFO ] [sig       ] [3050/3612] Completed STC in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:27.255856] [INFO ] [sig       ] [3051/3612] Forecasting STE...
[2025-12-10T20:34:27.255885] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-10T20:34:27.255914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-10T20:34:27.266903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-10T20:34:27.267199] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-10T20:34:27.268001] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-10T20:34:27.268051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:27.268082] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:27.268107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:27.268160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:27.327666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:27.328342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:27.328418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:27.328449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:27.451731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:27.451872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:27.451911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:27.451939] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:27.455205] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-10T20:34:27.455470] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-10T20:34:27.455605] [INFO ] [sig       ] STE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:27.596685] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STE.txt
[2025-12-10T20:34:27.596809] [INFO ] [sig       ] [3051/3612] Completed STE in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.3m
[2025-12-10T20:34:27.596846] [INFO ] [sig       ] [3052/3612] Forecasting STEL...
[2025-12-10T20:34:27.596875] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-10T20:34:27.596904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-10T20:34:27.611515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-10T20:34:27.612054] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-10T20:34:27.612897] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-10T20:34:27.612947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:27.613004] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:27.613031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:27.613086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:27.674877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:27.675650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:27.675729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:27.675762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:27.796155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:27.796280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:27.796317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:27.796345] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:27.799866] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=27.69%)
[2025-12-10T20:34:27.800162] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-10T20:34:27.800291] [INFO ] [sig       ] STEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:27.945398] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STEL.txt
[2025-12-10T20:34:27.945544] [INFO ] [sig       ] [3052/3612] Completed STEL in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:27.945606] [INFO ] [sig       ] [3053/3612] Forecasting STEM...
[2025-12-10T20:34:27.945637] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-10T20:34:27.945667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-10T20:34:27.958283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-10T20:34:27.958619] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-10T20:34:27.959441] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-10T20:34:27.959492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:27.959524] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:27.959551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:27.959638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:28.020417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:28.021333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:28.021416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:28.021450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:28.140183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:28.140320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:28.140358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:28.140388] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:28.143782] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-10T20:34:28.144059] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-10T20:34:28.144180] [INFO ] [sig       ] STEM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:28.284092] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STEM.txt
[2025-12-10T20:34:28.284212] [INFO ] [sig       ] [3053/3612] Completed STEM in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:28.284256] [INFO ] [sig       ] [3054/3612] Forecasting STEP...
[2025-12-10T20:34:28.284284] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-10T20:34:28.284313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-10T20:34:28.295972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-10T20:34:28.296254] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-10T20:34:28.297219] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-10T20:34:28.297271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:28.297303] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:28.297330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:28.297386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:28.357094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:28.357807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:28.357886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:28.357919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:28.478504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:28.478674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:28.478727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:28.478762] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:28.482424] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-10T20:34:28.482738] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-10T20:34:28.482867] [INFO ] [sig       ] STEP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:28.623957] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STEP.txt
[2025-12-10T20:34:28.624086] [INFO ] [sig       ] [3054/3612] Completed STEP in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:28.624125] [INFO ] [sig       ] [3055/3612] Forecasting STHO...
[2025-12-10T20:34:28.624153] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-10T20:34:28.624182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-10T20:34:28.635792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-10T20:34:28.636115] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-10T20:34:28.636919] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-10T20:34:28.636969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:28.637001] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:28.637025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:28.637080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:28.696025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:28.696668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:28.696745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:28.696778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:28.813650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:28.813779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:28.813816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:28.813877] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:28.817307] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=58.53%)
[2025-12-10T20:34:28.817620] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-10T20:34:28.817781] [INFO ] [sig       ] STHO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:28.958242] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STHO.txt
[2025-12-10T20:34:28.958364] [INFO ] [sig       ] [3055/3612] Completed STHO in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:28.958403] [INFO ] [sig       ] [3056/3612] Forecasting STI...
[2025-12-10T20:34:28.958430] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-10T20:34:28.958458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-10T20:34:28.970052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-10T20:34:28.970365] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-10T20:34:28.971163] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-10T20:34:28.971214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:28.971243] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:28.971268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:28.971323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:29.028929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:29.029636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:29.029732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:29.029771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:29.159042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:29.159182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:29.159221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:29.159248] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:29.162538] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-12-10T20:34:29.162846] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-10T20:34:29.162968] [INFO ] [sig       ] STI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:29.302609] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STI.txt
[2025-12-10T20:34:29.302737] [INFO ] [sig       ] [3056/3612] Completed STI in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:29.302775] [INFO ] [sig       ] [3057/3612] Forecasting STIM...
[2025-12-10T20:34:29.302803] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-10T20:34:29.302832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-10T20:34:29.314402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-10T20:34:29.314683] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-10T20:34:29.315428] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-10T20:34:29.315476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:29.315506] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:29.315531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:29.315610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:29.372298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:29.373043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:29.373121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:29.373153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:29.493199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:29.493340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:29.493377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:29.493420] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:29.497040] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-12-10T20:34:29.497302] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-10T20:34:29.497420] [INFO ] [sig       ] STIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:29.642706] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STIM.txt
[2025-12-10T20:34:29.642836] [INFO ] [sig       ] [3057/3612] Completed STIM in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:29.643065] [INFO ] [sig       ] [3058/3612] Forecasting STK...
[2025-12-10T20:34:29.643093] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-10T20:34:29.643127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-10T20:34:29.654616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-10T20:34:29.654884] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-10T20:34:29.655639] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-10T20:34:29.655688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:29.655720] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:29.655747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:29.655802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:29.714410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:29.715294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:29.715387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:29.715419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:29.837585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:29.837759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:29.837803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:29.837831] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:29.841327] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-10T20:34:29.841605] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-10T20:34:29.841728] [INFO ] [sig       ] STK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:29.984219] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STK.txt
[2025-12-10T20:34:29.984340] [INFO ] [sig       ] [3058/3612] Completed STK in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:29.984377] [INFO ] [sig       ] [3059/3612] Forecasting STKH...
[2025-12-10T20:34:29.984406] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-10T20:34:29.984435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-10T20:34:29.995141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-10T20:34:29.995402] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-10T20:34:29.996159] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-10T20:34:29.996208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:29.996239] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:29.996265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:29.996319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:30.053853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:30.054637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:30.054734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:30.054767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:30.163528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:30.163671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:30.163709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:30.163737] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:30.167332] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-10T20:34:30.167611] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-10T20:34:30.167751] [INFO ] [sig       ] STKH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:30.307646] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STKH.txt
[2025-12-10T20:34:30.307794] [INFO ] [sig       ] [3059/3612] Completed STKH in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:30.307836] [INFO ] [sig       ] [3060/3612] Forecasting STKL...
[2025-12-10T20:34:30.307866] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-10T20:34:30.307895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-10T20:34:30.320013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-10T20:34:30.320281] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-10T20:34:30.321074] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-10T20:34:30.321125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:30.321157] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:30.321184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:30.321240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:30.387112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:30.387956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:30.388045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:30.388079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:30.514226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:30.514349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:30.514389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:30.514416] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:30.518204] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-10T20:34:30.518477] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-10T20:34:30.518617] [INFO ] [sig       ] STKL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:30.660821] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STKL.txt
[2025-12-10T20:34:30.660959] [INFO ] [sig       ] [3060/3612] Completed STKL in 0.4s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:30.660999] [INFO ] [sig       ] [3061/3612] Forecasting STKS...
[2025-12-10T20:34:30.661030] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-10T20:34:30.661059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-10T20:34:30.671982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-10T20:34:30.672271] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-10T20:34:30.673038] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-10T20:34:30.673087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:30.673118] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:30.673154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:30.673209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:30.731366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:30.732013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:30.732092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:30.732125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:30.849839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:30.849940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:30.849978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:30.850005] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:30.853219] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=43.53%)
[2025-12-10T20:34:30.853482] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-10T20:34:30.853619] [INFO ] [sig       ] STKS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:30.996657] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STKS.txt
[2025-12-10T20:34:30.996789] [INFO ] [sig       ] [3061/3612] Completed STKS in 0.3s | 2.87 sym/s | Total: 17.7m | ETA: 3.2m
[2025-12-10T20:34:30.996828] [INFO ] [sig       ] [3062/3612] Forecasting STLA...
[2025-12-10T20:34:30.996856] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-10T20:34:30.996884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-10T20:34:31.008511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-10T20:34:31.008846] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-10T20:34:31.009627] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-10T20:34:31.009678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:31.009710] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:31.009738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:31.009794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:31.069438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:31.070079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:31.070181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:31.070214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:31.190019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:31.190171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:31.190214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:31.190243] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:31.193988] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-10T20:34:31.194282] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-10T20:34:31.194408] [INFO ] [sig       ] STLA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:31.342746] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STLA.txt
[2025-12-10T20:34:31.342919] [INFO ] [sig       ] [3062/3612] Completed STLA in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:31.342971] [INFO ] [sig       ] [3063/3612] Forecasting STLD...
[2025-12-10T20:34:31.343000] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-10T20:34:31.343030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-10T20:34:31.354605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-10T20:34:31.355161] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-10T20:34:31.356140] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-10T20:34:31.356189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:31.356219] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:31.356244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:31.356297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:31.415619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:31.417127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:31.417229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:31.417269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:31.539268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:31.539435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:31.539475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:31.539502] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:31.543109] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-10T20:34:31.543382] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-10T20:34:31.543501] [INFO ] [sig       ] STLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:31.684744] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STLD.txt
[2025-12-10T20:34:31.684880] [INFO ] [sig       ] [3063/3612] Completed STLD in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:31.684918] [INFO ] [sig       ] [3064/3612] Forecasting STM...
[2025-12-10T20:34:31.684947] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-10T20:34:31.684975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-10T20:34:31.696347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-10T20:34:31.696648] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-10T20:34:31.697403] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-10T20:34:31.697452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:31.697483] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:31.697509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:31.697563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:31.758888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:31.759906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:31.760165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:31.760198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:31.882721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:31.882861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:31.882900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:31.882928] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:31.886544] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-12-10T20:34:31.886842] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-10T20:34:31.886964] [INFO ] [sig       ] STM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:32.035844] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STM.txt
[2025-12-10T20:34:32.035974] [INFO ] [sig       ] [3064/3612] Completed STM in 0.4s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:32.036012] [INFO ] [sig       ] [3065/3612] Forecasting STN...
[2025-12-10T20:34:32.036040] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-10T20:34:32.036074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-10T20:34:32.047001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-10T20:34:32.047259] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-10T20:34:32.048103] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-10T20:34:32.048153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:32.048184] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:32.048210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:32.048265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:32.107258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:32.107971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:32.108050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:32.108082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:32.223969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:32.224115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:32.224153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:32.224180] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:32.227443] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-10T20:34:32.227750] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-10T20:34:32.227880] [INFO ] [sig       ] STN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:32.367097] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STN.txt
[2025-12-10T20:34:32.367254] [INFO ] [sig       ] [3065/3612] Completed STN in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:32.367294] [INFO ] [sig       ] [3066/3612] Forecasting STNE...
[2025-12-10T20:34:32.367322] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-10T20:34:32.367350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-10T20:34:32.378210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-10T20:34:32.378487] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-10T20:34:32.379424] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-10T20:34:32.379474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:32.379505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:32.379530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:32.379601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:32.437844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:32.438439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:32.438513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:32.438543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:32.561778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:32.561920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:32.561958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:32.561985] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:32.565273] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-10T20:34:32.565544] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-10T20:34:32.565690] [INFO ] [sig       ] STNE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:32.709932] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STNE.txt
[2025-12-10T20:34:32.710073] [INFO ] [sig       ] [3066/3612] Completed STNE in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:32.710113] [INFO ] [sig       ] [3067/3612] Forecasting STOK...
[2025-12-10T20:34:32.710141] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-10T20:34:32.710170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-10T20:34:32.722248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-10T20:34:32.722531] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-10T20:34:32.723339] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-10T20:34:32.723389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:32.723420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:32.723447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:32.723502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:32.780624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:32.781282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:32.781364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:32.781396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:32.904420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:32.904561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:32.904618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:32.904646] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:32.907900] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-12-10T20:34:32.908170] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-10T20:34:32.908288] [INFO ] [sig       ] STOK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:33.050126] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STOK.txt
[2025-12-10T20:34:33.050252] [INFO ] [sig       ] [3067/3612] Completed STOK in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:33.050293] [INFO ] [sig       ] [3068/3612] Forecasting STRA...
[2025-12-10T20:34:33.050323] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-10T20:34:33.050354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-10T20:34:33.061265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-10T20:34:33.061529] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-10T20:34:33.062288] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-10T20:34:33.062339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:33.062372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:33.062399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:33.062455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:33.118990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:33.119609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:33.119686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:33.119718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:33.238689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:33.238833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:33.238871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:33.238918] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:33.242160] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-10T20:34:33.242423] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-10T20:34:33.242541] [INFO ] [sig       ] STRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:33.382980] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STRA.txt
[2025-12-10T20:34:33.383109] [INFO ] [sig       ] [3068/3612] Completed STRA in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.2m
[2025-12-10T20:34:33.383146] [INFO ] [sig       ] [3069/3612] Forecasting STRL...
[2025-12-10T20:34:33.383175] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-10T20:34:33.383204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-10T20:34:33.394328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-10T20:34:33.394625] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-10T20:34:33.395360] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-10T20:34:33.395409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:33.395465] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:33.395493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:33.395548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:33.455461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:33.456228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:33.456325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:33.456358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:33.584686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:33.584854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:33.584897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:33.584925] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:33.589317] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-10T20:34:33.589615] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-10T20:34:33.589736] [INFO ] [sig       ] STRL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:33.730589] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STRL.txt
[2025-12-10T20:34:33.730716] [INFO ] [sig       ] [3069/3612] Completed STRL in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:33.730755] [INFO ] [sig       ] [3070/3612] Forecasting STRS...
[2025-12-10T20:34:33.730783] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-10T20:34:33.730812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-10T20:34:33.740857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-10T20:34:33.741109] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-10T20:34:33.742050] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-10T20:34:33.742102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:33.742133] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:33.742160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:33.742215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:33.801952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:33.802822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:33.802901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:33.802947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:33.894107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:33.894235] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:34:33.894272] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:33.894300] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:33.897622] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-10T20:34:33.897898] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-10T20:34:33.898015] [INFO ] [sig       ] STRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:34.040650] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STRS.txt
[2025-12-10T20:34:34.040811] [INFO ] [sig       ] [3070/3612] Completed STRS in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:34.040849] [INFO ] [sig       ] [3071/3612] Forecasting STSS...
[2025-12-10T20:34:34.040877] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-10T20:34:34.040909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-10T20:34:34.053562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-10T20:34:34.053945] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-10T20:34:34.054762] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-10T20:34:34.054814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:34.054846] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:34.054873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:34.054930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:34.113747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:34.114597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:34.114677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:34.114711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:34.232937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:34.233263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:34.233299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:34.233327] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:34.236780] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-10T20:34:34.237053] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-10T20:34:34.237173] [INFO ] [sig       ] STSS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:34.386937] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STSS.txt
[2025-12-10T20:34:34.387074] [INFO ] [sig       ] [3071/3612] Completed STSS in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:34.387113] [INFO ] [sig       ] [3072/3612] Forecasting STTK...
[2025-12-10T20:34:34.387141] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-10T20:34:34.387171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-10T20:34:34.398368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-10T20:34:34.398652] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-10T20:34:34.399432] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-10T20:34:34.399481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:34.399511] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:34.399536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:34.399617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:34.459066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:34.459799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:34.459879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:34.459912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:34.582061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:34.582201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:34.582240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:34.582299] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:34.585654] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-10T20:34:34.585932] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-10T20:34:34.586054] [INFO ] [sig       ] STTK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:34.731636] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STTK.txt
[2025-12-10T20:34:34.731766] [INFO ] [sig       ] [3072/3612] Completed STTK in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:34.731803] [INFO ] [sig       ] [3073/3612] Forecasting STVN...
[2025-12-10T20:34:34.731833] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-10T20:34:34.731861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-10T20:34:34.743446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-10T20:34:34.743750] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-10T20:34:34.744496] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-10T20:34:34.744546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:34.744595] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:34.744624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:34.744679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:34.804436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:34.805495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:34.805592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:34.805626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:34.925275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:34.925420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:34.925458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:34.925487] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:34.928935] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-12-10T20:34:34.929208] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-10T20:34:34.929335] [INFO ] [sig       ] STVN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:35.084908] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STVN.txt
[2025-12-10T20:34:35.085048] [INFO ] [sig       ] [3073/3612] Completed STVN in 0.4s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:35.085087] [INFO ] [sig       ] [3074/3612] Forecasting STWD...
[2025-12-10T20:34:35.085115] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-10T20:34:35.085143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-10T20:34:35.096704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-10T20:34:35.097051] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-10T20:34:35.097930] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-10T20:34:35.097982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:35.098013] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:35.098039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:35.098096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:35.156690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:35.157420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:35.157500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:35.157531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:35.278698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:35.278853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:35.278893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:35.278922] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:35.282591] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-10T20:34:35.282878] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-10T20:34:35.283005] [INFO ] [sig       ] STWD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:35.426549] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STWD.txt
[2025-12-10T20:34:35.426708] [INFO ] [sig       ] [3074/3612] Completed STWD in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:35.426747] [INFO ] [sig       ] [3075/3612] Forecasting STX...
[2025-12-10T20:34:35.426776] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-10T20:34:35.426806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-10T20:34:35.439427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-10T20:34:35.439765] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-10T20:34:35.440503] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-10T20:34:35.440553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:35.440604] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:35.440632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:35.440687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:35.498559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:35.499717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:35.499806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:35.499838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:35.643695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:35.643874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:35.643916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:35.644136] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:35.647902] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-10T20:34:35.648399] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-10T20:34:35.648533] [INFO ] [sig       ] STX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:35.805733] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STX.txt
[2025-12-10T20:34:35.805867] [INFO ] [sig       ] [3075/3612] Completed STX in 0.4s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:35.805918] [INFO ] [sig       ] [3076/3612] Forecasting STXE...
[2025-12-10T20:34:35.805948] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-10T20:34:35.805977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-10T20:34:35.819794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-10T20:34:35.820199] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-10T20:34:35.821022] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-10T20:34:35.821073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:35.821104] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:35.821129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:35.821184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:35.878638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:35.879501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:35.879601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:35.879636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:35.989964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:35.990315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:35.990354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:35.990382] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:35.993762] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-10T20:34:35.994034] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-10T20:34:35.994155] [INFO ] [sig       ] STXE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:36.135244] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/STXE.txt
[2025-12-10T20:34:36.135375] [INFO ] [sig       ] [3076/3612] Completed STXE in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:36.135414] [INFO ] [sig       ] [3077/3612] Forecasting STXG...
[2025-12-10T20:34:36.135443] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-10T20:34:36.135472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-10T20:34:36.148080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-10T20:34:36.148410] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-10T20:34:36.149197] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-10T20:34:36.149248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:36.149278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:36.149303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:36.149356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:36.208566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:36.209240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:36.209317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:36.209350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:36.322131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:36.322261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:36.322298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:36.322325] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:36.325543] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-10T20:34:36.325822] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-10T20:34:36.325943] [INFO ] [sig       ] STXG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:36.464554] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/STXG.txt
[2025-12-10T20:34:36.464727] [INFO ] [sig       ] [3077/3612] Completed STXG in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:36.464768] [INFO ] [sig       ] [3078/3612] Forecasting SUI...
[2025-12-10T20:34:36.464796] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-10T20:34:36.464824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-10T20:34:36.476006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-10T20:34:36.476337] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-10T20:34:36.477098] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-10T20:34:36.477148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:36.477178] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:36.477204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:36.477259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:36.533536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:36.534340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:36.534417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:36.534449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:36.651719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:36.651867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:36.651904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:36.651931] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:36.655176] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-12-10T20:34:36.655439] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-10T20:34:36.655555] [INFO ] [sig       ] SUI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:36.794035] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SUI.txt
[2025-12-10T20:34:36.794159] [INFO ] [sig       ] [3078/3612] Completed SUI in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:36.794197] [INFO ] [sig       ] [3079/3612] Forecasting SUN...
[2025-12-10T20:34:36.794225] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-10T20:34:36.794253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-10T20:34:36.805160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-10T20:34:36.805435] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-10T20:34:36.806191] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-10T20:34:36.806240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:36.806270] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:36.806297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:36.806351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:36.863181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:36.863928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:36.864037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:36.864069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:36.981499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:36.981661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:36.981707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:36.981734] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:36.985166] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-10T20:34:36.985447] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-10T20:34:36.985583] [INFO ] [sig       ] SUN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:37.124510] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SUN.txt
[2025-12-10T20:34:37.124646] [INFO ] [sig       ] [3079/3612] Completed SUN in 0.3s | 2.87 sym/s | Total: 17.8m | ETA: 3.1m
[2025-12-10T20:34:37.124685] [INFO ] [sig       ] [3080/3612] Forecasting SUNS...
[2025-12-10T20:34:37.124715] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-10T20:34:37.124743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-10T20:34:37.136436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-10T20:34:37.136722] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-10T20:34:37.137459] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-10T20:34:37.137509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:37.137539] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:37.137565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:37.137639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:37.195487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:37.196510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:37.196619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:37.196655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:37.316156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:37.316308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:37.316347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:37.316374] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:37.319767] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-10T20:34:37.320048] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-10T20:34:37.320198] [INFO ] [sig       ] SUNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:37.464149] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SUNS.txt
[2025-12-10T20:34:37.464295] [INFO ] [sig       ] [3080/3612] Completed SUNS in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-10T20:34:37.464333] [INFO ] [sig       ] [3081/3612] Forecasting SUPN...
[2025-12-10T20:34:37.464363] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-10T20:34:37.464392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-10T20:34:37.476403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-10T20:34:37.476736] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-10T20:34:37.477499] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-10T20:34:37.477549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:37.477599] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:37.477627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:37.477682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:37.535756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:37.536617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:37.536704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:37.536735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:37.658225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:37.658395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:37.658436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:37.658464] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:37.661850] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-10T20:34:37.662136] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-10T20:34:37.662291] [INFO ] [sig       ] SUPN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:37.800915] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SUPN.txt
[2025-12-10T20:34:37.801061] [INFO ] [sig       ] [3081/3612] Completed SUPN in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-10T20:34:37.801101] [INFO ] [sig       ] [3082/3612] Forecasting SURG...
[2025-12-10T20:34:37.801130] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-10T20:34:37.801158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-10T20:34:37.813298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-10T20:34:37.813681] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-10T20:34:37.814448] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-10T20:34:37.814499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:37.814530] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:37.814557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:37.814632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:37.870809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:37.871477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:37.871554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:37.871643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:37.988956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:37.989095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:37.989134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:37.989162] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:37.992405] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-10T20:34:37.992687] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-10T20:34:37.992806] [INFO ] [sig       ] SURG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:38.131054] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SURG.txt
[2025-12-10T20:34:38.131221] [INFO ] [sig       ] [3082/3612] Completed SURG in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-10T20:34:38.131261] [INFO ] [sig       ] [3083/3612] Forecasting SUSB...
[2025-12-10T20:34:38.131289] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-10T20:34:38.131318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-10T20:34:38.142498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-10T20:34:38.142837] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-10T20:34:38.143624] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-10T20:34:38.143674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:38.143705] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:38.143731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:38.143786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:38.199358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:38.200016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:38.200095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:38.200127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:38.322446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:38.322615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:38.322657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:38.322686] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:38.326739] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-12-10T20:34:38.327149] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-10T20:34:38.327324] [INFO ] [sig       ] SUSB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:38.475823] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SUSB.txt
[2025-12-10T20:34:38.475996] [INFO ] [sig       ] [3083/3612] Completed SUSB in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-10T20:34:38.476035] [INFO ] [sig       ] [3084/3612] Forecasting SUSC...
[2025-12-10T20:34:38.476065] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-10T20:34:38.476094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-10T20:34:38.488122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-10T20:34:38.488488] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-10T20:34:38.489274] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-10T20:34:38.489324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:38.489354] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:38.489380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:38.489434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:38.545540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:38.546191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:38.546269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:38.546301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:38.660799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:38.660934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:38.660974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:38.661000] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:38.664228] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-12-10T20:34:38.664489] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-10T20:34:38.664623] [INFO ] [sig       ] SUSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:38.804027] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SUSC.txt
[2025-12-10T20:34:38.804178] [INFO ] [sig       ] [3084/3612] Completed SUSC in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-10T20:34:38.804216] [INFO ] [sig       ] [3085/3612] Forecasting SUSL...
[2025-12-10T20:34:38.804245] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-10T20:34:38.804274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-10T20:34:38.816140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-10T20:34:38.816440] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-10T20:34:38.817217] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-10T20:34:38.817277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:38.817309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:38.817335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:38.817390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:38.876268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:38.876890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:38.876971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:38.877001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:38.992189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:38.992329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:38.992367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:38.992395] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:38.996238] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-10T20:34:38.996503] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-10T20:34:38.996640] [INFO ] [sig       ] SUSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:39.138206] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SUSL.txt
[2025-12-10T20:34:39.138325] [INFO ] [sig       ] [3085/3612] Completed SUSL in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.1m
[2025-12-10T20:34:39.138363] [INFO ] [sig       ] [3086/3612] Forecasting SUUN...
[2025-12-10T20:34:39.138390] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-10T20:34:39.138418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-10T20:34:39.150114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-10T20:34:39.150409] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-10T20:34:39.151174] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-10T20:34:39.151224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:39.151280] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:39.151307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:39.151362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:39.211024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:39.211959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:39.212043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:39.212075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:39.332774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:39.332927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:39.332968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:39.332995] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:39.336630] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-10T20:34:39.336902] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-10T20:34:39.337021] [INFO ] [sig       ] SUUN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:39.476875] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SUUN.txt
[2025-12-10T20:34:39.477007] [INFO ] [sig       ] [3086/3612] Completed SUUN in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:39.477047] [INFO ] [sig       ] [3087/3612] Forecasting SUZ...
[2025-12-10T20:34:39.477075] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-10T20:34:39.477103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-10T20:34:39.488307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-10T20:34:39.488645] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-10T20:34:39.489390] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-10T20:34:39.489440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:39.489472] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:39.489497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:39.489553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:39.550622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:39.551668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:39.551748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:39.551780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:39.679310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:39.679676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:39.679724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:39.679752] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:39.683562] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-10T20:34:39.683862] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-10T20:34:39.684003] [INFO ] [sig       ] SUZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:39.850261] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SUZ.txt
[2025-12-10T20:34:39.850636] [INFO ] [sig       ] [3087/3612] Completed SUZ in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:39.850689] [INFO ] [sig       ] [3088/3612] Forecasting SVC...
[2025-12-10T20:34:39.850730] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-10T20:34:39.850760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-10T20:34:39.863517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-10T20:34:39.863872] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-10T20:34:39.864678] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-10T20:34:39.864729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:39.864762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:39.864789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:39.864844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:39.927156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:39.928028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:39.928110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:39.928141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:40.051890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:40.052043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:40.052080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:40.052107] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:40.055828] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-10T20:34:40.056111] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-10T20:34:40.056425] [INFO ] [sig       ] SVC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:40.196536] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SVC.txt
[2025-12-10T20:34:40.196696] [INFO ] [sig       ] [3088/3612] Completed SVC in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:40.196763] [INFO ] [sig       ] [3089/3612] Forecasting SVCO...
[2025-12-10T20:34:40.196793] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-10T20:34:40.196822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-10T20:34:40.208439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-10T20:34:40.208816] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-10T20:34:40.209663] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-10T20:34:40.209715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:40.209755] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:40.209783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:40.209838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:40.269395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:40.270180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:40.270263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:40.270295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:40.386049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:40.386201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:40.386239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:40.386302] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:40.389687] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=67.95%)
[2025-12-10T20:34:40.389967] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-10T20:34:40.390096] [INFO ] [sig       ] SVCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:40.528080] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SVCO.txt
[2025-12-10T20:34:40.528214] [INFO ] [sig       ] [3089/3612] Completed SVCO in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:40.528254] [INFO ] [sig       ] [3090/3612] Forecasting SVRA...
[2025-12-10T20:34:40.528283] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-10T20:34:40.528312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-10T20:34:40.539873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-10T20:34:40.540398] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-10T20:34:40.541227] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-10T20:34:40.541279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:40.541309] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:40.541336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:40.541390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:40.600706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:40.601451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:40.601532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:40.601565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:40.722396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:40.722590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:40.722637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:40.722666] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:40.726066] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-12-10T20:34:40.726519] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-10T20:34:40.726685] [INFO ] [sig       ] SVRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:40.866927] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SVRA.txt
[2025-12-10T20:34:40.867063] [INFO ] [sig       ] [3090/3612] Completed SVRA in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:40.867102] [INFO ] [sig       ] [3091/3612] Forecasting SWBI...
[2025-12-10T20:34:40.867131] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-10T20:34:40.867160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-10T20:34:40.878646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-10T20:34:40.878988] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-10T20:34:40.879823] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-10T20:34:40.879875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:40.879905] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:40.879930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:40.879985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:40.938004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:40.938767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:40.938848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:40.938881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:41.062774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:41.062937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:41.063001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:41.063037] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:41.066832] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-10T20:34:41.067142] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-10T20:34:41.067279] [INFO ] [sig       ] SWBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:41.215236] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SWBI.txt
[2025-12-10T20:34:41.215384] [INFO ] [sig       ] [3091/3612] Completed SWBI in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:41.215423] [INFO ] [sig       ] [3092/3612] Forecasting SWIM...
[2025-12-10T20:34:41.215453] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-10T20:34:41.215483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-10T20:34:41.226918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-10T20:34:41.227236] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-10T20:34:41.228060] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-10T20:34:41.228111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:41.228142] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:41.228167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:41.228222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:41.290812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:41.291690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:41.291773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:41.291805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:41.419002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:41.419163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:41.419222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:41.419252] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:41.422887] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-10T20:34:41.423251] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-10T20:34:41.423393] [INFO ] [sig       ] SWIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:41.585722] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SWIM.txt
[2025-12-10T20:34:41.585897] [INFO ] [sig       ] [3092/3612] Completed SWIM in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:41.585939] [INFO ] [sig       ] [3093/3612] Forecasting SWK...
[2025-12-10T20:34:41.585967] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-10T20:34:41.585996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-10T20:34:41.598462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-10T20:34:41.598859] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-10T20:34:41.599849] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-10T20:34:41.599900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:41.599932] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:41.599959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:41.600019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:41.663029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:41.663970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:41.664056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:41.664089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:41.788380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:41.788540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:41.788598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:41.788630] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:41.792038] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-10T20:34:41.792333] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-10T20:34:41.792465] [INFO ] [sig       ] SWK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:41.933892] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SWK.txt
[2025-12-10T20:34:41.934026] [INFO ] [sig       ] [3093/3612] Completed SWK in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:41.934065] [INFO ] [sig       ] [3094/3612] Forecasting SWKS...
[2025-12-10T20:34:41.934092] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-10T20:34:41.934120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-10T20:34:41.947114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-10T20:34:41.947497] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-10T20:34:41.948303] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-10T20:34:41.948353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:41.948383] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:41.948408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:41.948461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:42.007047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:42.007973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:42.008055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:42.008087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:42.132928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:42.133086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:42.133126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:42.133152] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:42.136508] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-10T20:34:42.136843] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-10T20:34:42.136974] [INFO ] [sig       ] SWKS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:42.284254] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SWKS.txt
[2025-12-10T20:34:42.284409] [INFO ] [sig       ] [3094/3612] Completed SWKS in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:42.284447] [INFO ] [sig       ] [3095/3612] Forecasting SWX...
[2025-12-10T20:34:42.284478] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-10T20:34:42.284506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-10T20:34:42.296841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-10T20:34:42.297187] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-10T20:34:42.298035] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-10T20:34:42.298087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:42.298308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:42.298333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:42.298387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:42.356278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:42.357011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:42.357090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:42.357121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:42.474880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:42.475029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:42.475066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:42.475094] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:42.478393] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=19.52%)
[2025-12-10T20:34:42.478687] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-10T20:34:42.478809] [INFO ] [sig       ] SWX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:42.616843] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SWX.txt
[2025-12-10T20:34:42.616989] [INFO ] [sig       ] [3095/3612] Completed SWX in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:42.617030] [INFO ] [sig       ] [3096/3612] Forecasting SWZ...
[2025-12-10T20:34:42.617058] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-10T20:34:42.617087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-10T20:34:42.628975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-10T20:34:42.629342] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-10T20:34:42.630120] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-10T20:34:42.630170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:42.630214] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:42.630241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:42.630295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:42.696593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:42.697908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:42.698052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:42.698100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:42.814693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:42.814840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:42.814879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:42.814907] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:42.819112] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-12-10T20:34:42.819569] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-10T20:34:42.819714] [INFO ] [sig       ] SWZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:42.966042] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SWZ.txt
[2025-12-10T20:34:42.966260] [INFO ] [sig       ] [3096/3612] Completed SWZ in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 3.0m
[2025-12-10T20:34:42.966508] [INFO ] [sig       ] [3097/3612] Forecasting SXC...
[2025-12-10T20:34:42.966545] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-10T20:34:42.966607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-10T20:34:42.978804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-10T20:34:42.979351] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-10T20:34:42.980163] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-10T20:34:42.980213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:42.980244] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:42.980270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:42.980325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:43.037609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:43.038352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:43.038432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:43.038463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:43.160816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:43.160968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:43.161010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:43.161038] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:43.164496] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-10T20:34:43.164783] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-10T20:34:43.164907] [INFO ] [sig       ] SXC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:43.309137] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SXC.txt
[2025-12-10T20:34:43.309270] [INFO ] [sig       ] [3097/3612] Completed SXC in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:43.309309] [INFO ] [sig       ] [3098/3612] Forecasting SXI...
[2025-12-10T20:34:43.309337] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-10T20:34:43.309365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-10T20:34:43.321171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-10T20:34:43.321703] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-10T20:34:43.322634] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-10T20:34:43.322684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:43.322714] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:43.322740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:43.322794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:43.381776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:43.382764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:43.382847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:43.382878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:43.510768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:43.510916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:43.510955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:43.510982] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:43.514955] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=66.25%)
[2025-12-10T20:34:43.515244] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-10T20:34:43.515373] [INFO ] [sig       ] SXI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:43.658975] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SXI.txt
[2025-12-10T20:34:43.659107] [INFO ] [sig       ] [3098/3612] Completed SXI in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:43.659148] [INFO ] [sig       ] [3099/3612] Forecasting SXTC...
[2025-12-10T20:34:43.659176] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-10T20:34:43.659205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-10T20:34:43.671918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-10T20:34:43.672238] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-10T20:34:43.673015] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-10T20:34:43.673066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:43.673096] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:43.673122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:43.673177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:43.733490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:43.734353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:43.734433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:43.734463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:43.853103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:43.853454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:43.853492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:43.853520] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:43.857008] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-10T20:34:43.857271] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-10T20:34:43.857388] [INFO ] [sig       ] SXTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:44.002262] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SXTC.txt
[2025-12-10T20:34:44.002446] [INFO ] [sig       ] [3099/3612] Completed SXTC in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:44.002486] [INFO ] [sig       ] [3100/3612] Forecasting SY...
[2025-12-10T20:34:44.002522] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-10T20:34:44.002553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-10T20:34:44.013663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-10T20:34:44.014022] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-10T20:34:44.014788] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-10T20:34:44.014837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:44.014868] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:44.014893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:44.014948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:44.073379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:44.074454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:44.074532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:44.074563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:44.195666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:44.195860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:44.195904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:44.195933] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:44.199531] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-10T20:34:44.199824] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-10T20:34:44.199944] [INFO ] [sig       ] SY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:44.342659] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SY.txt
[2025-12-10T20:34:44.342809] [INFO ] [sig       ] [3100/3612] Completed SY in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:44.342848] [INFO ] [sig       ] [3101/3612] Forecasting SYF...
[2025-12-10T20:34:44.342885] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-10T20:34:44.342914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-10T20:34:44.354816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-10T20:34:44.355132] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-10T20:34:44.356089] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-10T20:34:44.356139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:44.356169] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:44.356382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:44.356436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:44.413675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:44.414537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:44.414634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:44.414666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:44.537034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:44.537184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:44.537222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:44.537249] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:44.540701] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-10T20:34:44.540966] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-10T20:34:44.541088] [INFO ] [sig       ] SYF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:44.684312] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SYF.txt
[2025-12-10T20:34:44.684461] [INFO ] [sig       ] [3101/3612] Completed SYF in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:44.684500] [INFO ] [sig       ] [3102/3612] Forecasting SYK...
[2025-12-10T20:34:44.684528] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-10T20:34:44.684557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-10T20:34:44.696467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-10T20:34:44.697009] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-10T20:34:44.697791] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-10T20:34:44.697840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:44.697871] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:44.697897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:44.697951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:44.755833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:44.756668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:44.756745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:44.756776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:44.873618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:44.873768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:44.873804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:44.873832] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:44.877095] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=44.90%)
[2025-12-10T20:34:44.877360] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-10T20:34:44.877477] [INFO ] [sig       ] SYK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:45.019798] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SYK.txt
[2025-12-10T20:34:45.019957] [INFO ] [sig       ] [3102/3612] Completed SYK in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:45.019998] [INFO ] [sig       ] [3103/3612] Forecasting SYM...
[2025-12-10T20:34:45.020026] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-10T20:34:45.020054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-10T20:34:45.031405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-10T20:34:45.031742] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-10T20:34:45.032485] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-10T20:34:45.032534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:45.032607] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:45.032635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:45.032690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:45.088917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:45.089737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:45.089817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:45.089848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:45.209642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:45.209787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:45.209825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:45.209870] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:45.213475] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-10T20:34:45.213755] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-10T20:34:45.213872] [INFO ] [sig       ] SYM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:45.351976] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SYM.txt
[2025-12-10T20:34:45.352099] [INFO ] [sig       ] [3103/3612] Completed SYM in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 3.0m
[2025-12-10T20:34:45.352137] [INFO ] [sig       ] [3104/3612] Forecasting SYNA...
[2025-12-10T20:34:45.352165] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-10T20:34:45.352194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-10T20:34:45.363869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-10T20:34:45.364240] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-10T20:34:45.365025] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-10T20:34:45.365075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:45.365106] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:45.365131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:45.365186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:45.420764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:45.421643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:45.421726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:45.421759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:45.539416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:45.539565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:45.539622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:45.539650] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:45.542927] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-12-10T20:34:45.543197] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-10T20:34:45.543319] [INFO ] [sig       ] SYNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:45.680796] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/SYNA.txt
[2025-12-10T20:34:45.680940] [INFO ] [sig       ] [3104/3612] Completed SYNA in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:45.680978] [INFO ] [sig       ] [3105/3612] Forecasting SYRE...
[2025-12-10T20:34:45.681006] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-10T20:34:45.681036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-10T20:34:45.692455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-10T20:34:45.692759] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-10T20:34:45.693503] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-10T20:34:45.693552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:45.693603] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:45.693631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:45.693686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:45.750391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:45.751105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:45.751182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:45.751213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:45.876936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:45.877094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:45.877136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:45.877163] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:45.880436] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-10T20:34:45.880720] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-10T20:34:45.880841] [INFO ] [sig       ] SYRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:46.023913] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SYRE.txt
[2025-12-10T20:34:46.024045] [INFO ] [sig       ] [3105/3612] Completed SYRE in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:46.024084] [INFO ] [sig       ] [3106/3612] Forecasting SYY...
[2025-12-10T20:34:46.024113] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-10T20:34:46.024142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-10T20:34:46.035709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-10T20:34:46.036019] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-10T20:34:46.036803] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-10T20:34:46.036852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:46.036882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:46.036906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:46.036959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:46.094776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:46.095360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:46.095435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:46.095465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:46.214608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:46.214729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:46.214764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:46.214820] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:46.218530] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=27.75%)
[2025-12-10T20:34:46.218810] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-10T20:34:46.218929] [INFO ] [sig       ] SYY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:46.358073] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/SYY.txt
[2025-12-10T20:34:46.358185] [INFO ] [sig       ] [3106/3612] Completed SYY in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:46.358222] [INFO ] [sig       ] [3107/3612] Forecasting TAC...
[2025-12-10T20:34:46.358249] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-10T20:34:46.358277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-10T20:34:46.369742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-10T20:34:46.370036] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-10T20:34:46.370798] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-10T20:34:46.370848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:46.370879] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:46.370904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:46.370971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:46.427899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:46.428507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:46.428598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:46.428630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:46.548109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:46.548252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:46.548289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:46.548315] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:46.551561] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=62.59%)
[2025-12-10T20:34:46.551851] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-10T20:34:46.551970] [INFO ] [sig       ] TAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:46.691049] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TAC.txt
[2025-12-10T20:34:46.691172] [INFO ] [sig       ] [3107/3612] Completed TAC in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:46.691209] [INFO ] [sig       ] [3108/3612] Forecasting TAK...
[2025-12-10T20:34:46.691236] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-10T20:34:46.691263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-10T20:34:46.704133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-10T20:34:46.704509] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-10T20:34:46.705317] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-10T20:34:46.705366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:46.705396] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:46.705422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:46.705477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:46.766846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:46.767845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:46.767951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:46.767984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:46.886368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:46.886523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:46.886563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:46.886612] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:46.889962] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-10T20:34:46.890246] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-10T20:34:46.890374] [INFO ] [sig       ] TAK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:47.030207] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TAK.txt
[2025-12-10T20:34:47.030360] [INFO ] [sig       ] [3108/3612] Completed TAK in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:47.030400] [INFO ] [sig       ] [3109/3612] Forecasting TAL...
[2025-12-10T20:34:47.030428] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-10T20:34:47.030457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-10T20:34:47.041633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-10T20:34:47.041948] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-10T20:34:47.042708] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-10T20:34:47.042767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:47.042798] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:47.042823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:47.042878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:47.098548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:47.099199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:47.099278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:47.099309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:47.217409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:47.217555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:47.217610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:47.217639] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:47.221334] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-12-10T20:34:47.221623] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-10T20:34:47.221746] [INFO ] [sig       ] TAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:47.360222] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TAL.txt
[2025-12-10T20:34:47.360356] [INFO ] [sig       ] [3109/3612] Completed TAL in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:47.360602] [INFO ] [sig       ] [3110/3612] Forecasting TALK...
[2025-12-10T20:34:47.360633] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-10T20:34:47.360663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-10T20:34:47.372181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-10T20:34:47.372492] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-10T20:34:47.373256] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-10T20:34:47.373306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:47.373336] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:47.373361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:47.373415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:47.430672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:47.431550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:47.431652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:47.431685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:47.584695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:47.584853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:47.584894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:47.584924] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:47.588839] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-10T20:34:47.589157] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-10T20:34:47.589295] [INFO ] [sig       ] TALK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:47.736458] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TALK.txt
[2025-12-10T20:34:47.736627] [INFO ] [sig       ] [3110/3612] Completed TALK in 0.4s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:47.736669] [INFO ] [sig       ] [3111/3612] Forecasting TALO...
[2025-12-10T20:34:47.736699] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-10T20:34:47.736727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-10T20:34:47.748669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-10T20:34:47.749037] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-10T20:34:47.749858] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-10T20:34:47.749911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:47.749944] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:47.749971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:47.750028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:47.813250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:47.814519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:47.814620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:47.814656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:47.936939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:47.937093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:47.937133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:47.937160] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:47.941161] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-10T20:34:47.941478] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-10T20:34:47.941634] [INFO ] [sig       ] TALO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:48.081456] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TALO.txt
[2025-12-10T20:34:48.081602] [INFO ] [sig       ] [3111/3612] Completed TALO in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:48.081642] [INFO ] [sig       ] [3112/3612] Forecasting TAOP...
[2025-12-10T20:34:48.081670] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-10T20:34:48.081699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-10T20:34:48.092462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-10T20:34:48.092780] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-10T20:34:48.093521] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-10T20:34:48.093595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:48.093629] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:48.093655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:48.093710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:48.151110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:48.151959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:48.152034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:48.152064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:48.267062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:48.267209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:48.267246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:48.267274] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:48.270773] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-12-10T20:34:48.271036] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-10T20:34:48.271152] [INFO ] [sig       ] TAOP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:48.411783] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TAOP.txt
[2025-12-10T20:34:48.411911] [INFO ] [sig       ] [3112/3612] Completed TAOP in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:48.411950] [INFO ] [sig       ] [3113/3612] Forecasting TAP...
[2025-12-10T20:34:48.411979] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-10T20:34:48.412007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-10T20:34:48.423708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-10T20:34:48.423981] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-10T20:34:48.424751] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-10T20:34:48.424802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:48.424833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:48.424860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:48.424920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:48.485319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:48.485999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:48.486108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:48.486142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:48.605217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:48.605555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:48.605609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:48.605637] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:48.609477] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=53.50%)
[2025-12-10T20:34:48.609761] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-10T20:34:48.609882] [INFO ] [sig       ] TAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:48.757395] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TAP.txt
[2025-12-10T20:34:48.757544] [INFO ] [sig       ] [3113/3612] Completed TAP in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:48.757601] [INFO ] [sig       ] [3114/3612] Forecasting TARA...
[2025-12-10T20:34:48.757634] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-10T20:34:48.757663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-10T20:34:48.769216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-10T20:34:48.769544] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-10T20:34:48.770352] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-10T20:34:48.770402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:48.770432] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:48.770458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:48.770513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:48.829326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:48.830161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:48.830240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:48.830271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:48.951111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:48.951264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:48.951306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:48.951334] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:48.955162] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-12-10T20:34:48.955443] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-10T20:34:48.955563] [INFO ] [sig       ] TARA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:49.094751] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TARA.txt
[2025-12-10T20:34:49.094883] [INFO ] [sig       ] [3114/3612] Completed TARA in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.9m
[2025-12-10T20:34:49.094921] [INFO ] [sig       ] [3115/3612] Forecasting TARK...
[2025-12-10T20:34:49.094949] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-10T20:34:49.094978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-10T20:34:49.105772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-10T20:34:49.106096] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-10T20:34:49.106863] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-10T20:34:49.106912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:49.106943] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:49.106968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:49.107023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:49.166587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:49.167436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:49.167518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:49.167549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:49.297426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:49.297595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:49.297634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:49.297662] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:49.301252] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-10T20:34:49.301559] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-10T20:34:49.301718] [INFO ] [sig       ] TARK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:49.445166] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TARK.txt
[2025-12-10T20:34:49.445323] [INFO ] [sig       ] [3115/3612] Completed TARK in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-10T20:34:49.445366] [INFO ] [sig       ] [3116/3612] Forecasting TARS...
[2025-12-10T20:34:49.445398] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-10T20:34:49.445427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-10T20:34:49.456928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-10T20:34:49.457236] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-10T20:34:49.458069] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-10T20:34:49.458121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:49.458154] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:49.458182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:49.458238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:49.526549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:49.527385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:49.527467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:49.527500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:49.663511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:49.663693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:49.663771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:49.663814] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:49.668771] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-10T20:34:49.669118] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-10T20:34:49.669278] [INFO ] [sig       ] TARS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:49.819513] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TARS.txt
[2025-12-10T20:34:49.819682] [INFO ] [sig       ] [3116/3612] Completed TARS in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-10T20:34:49.819721] [INFO ] [sig       ] [3117/3612] Forecasting TASK...
[2025-12-10T20:34:49.819749] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-10T20:34:49.819778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-10T20:34:49.831936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-10T20:34:49.832246] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-10T20:34:49.833221] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-10T20:34:49.833270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:49.833301] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:49.833326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:49.833515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:49.891675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:49.892381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:49.892457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:49.892488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:50.015123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:50.015275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:50.015505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:50.015532] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:50.019005] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-10T20:34:50.019274] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-10T20:34:50.019392] [INFO ] [sig       ] TASK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:50.159182] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TASK.txt
[2025-12-10T20:34:50.159334] [INFO ] [sig       ] [3117/3612] Completed TASK in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-10T20:34:50.159372] [INFO ] [sig       ] [3118/3612] Forecasting TBB...
[2025-12-10T20:34:50.159401] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-10T20:34:50.159431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-10T20:34:50.171744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-10T20:34:50.172104] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-10T20:34:50.172874] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-10T20:34:50.172923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:50.172953] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:50.172978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:50.173032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:50.229228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:50.230083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:50.230163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:50.230194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:50.346088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:50.346232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:50.346271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:50.346298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:50.349721] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-10T20:34:50.349999] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-10T20:34:50.350124] [INFO ] [sig       ] TBB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:50.495756] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TBB.txt
[2025-12-10T20:34:50.495909] [INFO ] [sig       ] [3118/3612] Completed TBB in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-10T20:34:50.495949] [INFO ] [sig       ] [3119/3612] Forecasting TBBK...
[2025-12-10T20:34:50.495978] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-10T20:34:50.496008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-10T20:34:50.507559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-10T20:34:50.510411] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-10T20:34:50.511256] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-10T20:34:50.511307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:50.511340] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:50.511365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:50.511420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:50.574529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:50.575390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:50.575472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:50.575505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:50.700858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:50.701012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:50.701049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:50.701078] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:50.704780] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-10T20:34:50.705061] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-10T20:34:50.705189] [INFO ] [sig       ] TBBK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:50.846984] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TBBK.txt
[2025-12-10T20:34:50.847132] [INFO ] [sig       ] [3119/3612] Completed TBBK in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-10T20:34:50.847170] [INFO ] [sig       ] [3120/3612] Forecasting TBI...
[2025-12-10T20:34:50.847201] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-10T20:34:50.847233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-10T20:34:50.858953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-10T20:34:50.859342] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-10T20:34:50.860146] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-10T20:34:50.860198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:50.860269] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:50.860299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:50.860357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:50.918445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:50.919295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:50.919374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:50.919407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:51.042849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:51.043006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:51.043044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:51.043075] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:51.046371] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-10T20:34:51.046660] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-10T20:34:51.046783] [INFO ] [sig       ] TBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:51.186548] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TBI.txt
[2025-12-10T20:34:51.186721] [INFO ] [sig       ] [3120/3612] Completed TBI in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.9m
[2025-12-10T20:34:51.186761] [INFO ] [sig       ] [3121/3612] Forecasting TBIL...
[2025-12-10T20:34:51.186790] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-10T20:34:51.186819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-10T20:34:51.198072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-10T20:34:51.198426] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-10T20:34:51.199195] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-10T20:34:51.199246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:51.199276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:51.199302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:51.199356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:51.256726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:51.257559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:51.257659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:51.257691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:51.315966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:51.316080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:51.316117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:51.316144] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:51.319391] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-10T20:34:51.319682] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-10T20:34:51.319796] [INFO ] [sig       ] TBIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:51.461158] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TBIL.txt
[2025-12-10T20:34:51.461291] [INFO ] [sig       ] [3121/3612] Completed TBIL in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:51.461328] [INFO ] [sig       ] [3122/3612] Forecasting TBLA...
[2025-12-10T20:34:51.461357] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-10T20:34:51.461385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-10T20:34:51.476541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-10T20:34:51.477054] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-10T20:34:51.477969] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-10T20:34:51.478022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:51.478055] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:51.478082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:51.478138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:51.542324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:51.543358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:51.543456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:51.543493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:51.685717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:51.685878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:51.685916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:51.685942] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:51.689299] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-10T20:34:51.689589] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-10T20:34:51.689715] [INFO ] [sig       ] TBLA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:51.837231] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TBLA.txt
[2025-12-10T20:34:51.837385] [INFO ] [sig       ] [3122/3612] Completed TBLA in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:51.837425] [INFO ] [sig       ] [3123/3612] Forecasting TBLD...
[2025-12-10T20:34:51.837453] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-10T20:34:51.837482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-10T20:34:51.849009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-10T20:34:51.849279] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-10T20:34:51.850041] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-10T20:34:51.850091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:51.850121] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:51.850146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:51.850200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:51.907135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:51.907934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:51.908012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:51.908043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:52.030727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:52.030880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:52.030917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:52.030989] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:52.034769] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-10T20:34:52.035058] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-10T20:34:52.035185] [INFO ] [sig       ] TBLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:52.177785] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TBLD.txt
[2025-12-10T20:34:52.177939] [INFO ] [sig       ] [3123/3612] Completed TBLD in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:52.177985] [INFO ] [sig       ] [3124/3612] Forecasting TBPH...
[2025-12-10T20:34:52.178015] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-10T20:34:52.178045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-10T20:34:52.189387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-10T20:34:52.189785] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-10T20:34:52.190816] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-10T20:34:52.190868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:52.190900] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:52.190926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:52.190983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:52.249528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:52.250370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:52.250448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:52.250479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:52.370997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:52.371144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:52.371181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:52.371210] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:52.374787] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-12-10T20:34:52.375049] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-10T20:34:52.375174] [INFO ] [sig       ] TBPH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:52.515348] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TBPH.txt
[2025-12-10T20:34:52.515660] [INFO ] [sig       ] [3124/3612] Completed TBPH in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:52.515699] [INFO ] [sig       ] [3125/3612] Forecasting TBRG...
[2025-12-10T20:34:52.515726] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-10T20:34:52.515755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-10T20:34:52.527286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-10T20:34:52.527558] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-10T20:34:52.528398] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-10T20:34:52.528448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:52.528478] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:52.528503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:52.528743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:52.587508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:52.588177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:52.588255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:52.588290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:52.705959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:52.706120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:52.706158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:52.706186] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:52.709933] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-10T20:34:52.710223] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-10T20:34:52.710369] [INFO ] [sig       ] TBRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:52.854403] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TBRG.txt
[2025-12-10T20:34:52.854548] [INFO ] [sig       ] [3125/3612] Completed TBRG in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:52.854606] [INFO ] [sig       ] [3126/3612] Forecasting TCBI...
[2025-12-10T20:34:52.854635] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-10T20:34:52.854665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-10T20:34:52.866204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-10T20:34:52.866665] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-10T20:34:52.867563] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-10T20:34:52.867628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:52.867659] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:52.867685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:52.867756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:52.924749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:52.925768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:52.925850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:52.925882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:53.052442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:53.052605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:53.052644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:53.052672] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:53.056299] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-10T20:34:53.056588] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-10T20:34:53.056709] [INFO ] [sig       ] TCBI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:53.197778] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TCBI.txt
[2025-12-10T20:34:53.197933] [INFO ] [sig       ] [3126/3612] Completed TCBI in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:53.197973] [INFO ] [sig       ] [3127/3612] Forecasting TCBIO...
[2025-12-10T20:34:53.198003] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-10T20:34:53.198032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-10T20:34:53.209028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-10T20:34:53.209373] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-10T20:34:53.210141] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-10T20:34:53.210192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:53.210223] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:53.210250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:53.210305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:53.267956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:53.268815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:53.268897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:53.268931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:53.379030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:53.379178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:53.379237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:53.379266] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:53.383221] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-10T20:34:53.383667] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-10T20:34:53.383793] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:53.525015] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TCBIO.txt
[2025-12-10T20:34:53.525139] [INFO ] [sig       ] [3127/3612] Completed TCBIO in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:53.525176] [INFO ] [sig       ] [3128/3612] Forecasting TCBK...
[2025-12-10T20:34:53.525205] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-10T20:34:53.525233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-10T20:34:53.535806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-10T20:34:53.536093] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-10T20:34:53.536878] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-10T20:34:53.536927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:53.536958] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:53.536983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:53.537038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:53.593422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:53.594301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:53.594378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:53.594410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:53.714017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:53.714166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:53.714205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:53.714233] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:53.717506] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=42.09%)
[2025-12-10T20:34:53.717806] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-10T20:34:53.717927] [INFO ] [sig       ] TCBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:53.858629] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TCBK.txt
[2025-12-10T20:34:53.858791] [INFO ] [sig       ] [3128/3612] Completed TCBK in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:53.858832] [INFO ] [sig       ] [3129/3612] Forecasting TCBX...
[2025-12-10T20:34:53.858859] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-10T20:34:53.858887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-10T20:34:53.871306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-10T20:34:53.871758] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-10T20:34:53.872570] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-10T20:34:53.872643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:53.872676] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:53.872702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:53.872758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:53.929484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:53.930389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:53.930517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:53.930552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:54.060065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:54.060239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:54.060284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:54.060316] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:54.064339] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-10T20:34:54.064746] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-10T20:34:54.064896] [INFO ] [sig       ] TCBX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:54.249685] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TCBX.txt
[2025-12-10T20:34:54.249901] [INFO ] [sig       ] [3129/3612] Completed TCBX in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:54.249962] [INFO ] [sig       ] [3130/3612] Forecasting TCMD...
[2025-12-10T20:34:54.250006] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-10T20:34:54.250047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-10T20:34:54.271177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-10T20:34:54.271738] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-10T20:34:54.273047] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-10T20:34:54.273148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:54.273218] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:54.273278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:54.273374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:54.359812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:54.361030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:54.361201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:54.361250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:54.540267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:54.540467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:54.540529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:54.540599] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:54.548297] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-12-10T20:34:54.548927] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-10T20:34:54.549148] [INFO ] [sig       ] TCMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:54.755348] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TCMD.txt
[2025-12-10T20:34:54.755562] [INFO ] [sig       ] [3130/3612] Completed TCMD in 0.5s | 2.88 sym/s | Total: 18.1m | ETA: 2.8m
[2025-12-10T20:34:54.755632] [INFO ] [sig       ] [3131/3612] Forecasting TCOM...
[2025-12-10T20:34:54.755666] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-10T20:34:54.755701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-10T20:34:54.770874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-10T20:34:54.771319] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-10T20:34:54.772281] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-10T20:34:54.772336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:54.772385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:54.772413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:54.772469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:54.834151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:54.835217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:54.835335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:54.835368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:54.982820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:54.983011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:54.983063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:54.983124] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:54.987287] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-10T20:34:54.987818] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-10T20:34:54.988010] [INFO ] [sig       ] TCOM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:55.168624] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TCOM.txt
[2025-12-10T20:34:55.168779] [INFO ] [sig       ] [3131/3612] Completed TCOM in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:55.168817] [INFO ] [sig       ] [3132/3612] Forecasting TCPC...
[2025-12-10T20:34:55.168847] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-10T20:34:55.168876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-10T20:34:55.180835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-10T20:34:55.181219] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-10T20:34:55.182035] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-10T20:34:55.182085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:55.182116] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:55.182141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:55.182197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:55.239147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:55.240046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:55.240130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:55.240163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:55.364765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:55.364922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:55.364962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:55.364989] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:55.368368] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-10T20:34:55.368661] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-10T20:34:55.368787] [INFO ] [sig       ] TCPC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:55.512062] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TCPC.txt
[2025-12-10T20:34:55.512195] [INFO ] [sig       ] [3132/3612] Completed TCPC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:55.512234] [INFO ] [sig       ] [3133/3612] Forecasting TCX...
[2025-12-10T20:34:55.512262] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-10T20:34:55.512290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-10T20:34:55.524492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-10T20:34:55.524828] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-10T20:34:55.525703] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-10T20:34:55.525767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:55.525812] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:55.525852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:55.525928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:55.594648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:55.595521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:55.595625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:55.595661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:55.711931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:55.712087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:55.712127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:55.712155] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:55.715741] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-10T20:34:55.716068] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-10T20:34:55.716208] [INFO ] [sig       ] TCX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:55.859911] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TCX.txt
[2025-12-10T20:34:55.860060] [INFO ] [sig       ] [3133/3612] Completed TCX in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:55.860099] [INFO ] [sig       ] [3134/3612] Forecasting TD...
[2025-12-10T20:34:55.860128] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-10T20:34:55.860156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-10T20:34:55.871816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-10T20:34:55.872106] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-10T20:34:55.872879] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-10T20:34:55.872929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:55.872959] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:55.872985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:55.873040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:55.931731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:55.932374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:55.932452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:55.932485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:56.054116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:56.054266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:56.054304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:56.054333] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:56.058103] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-10T20:34:56.058380] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-10T20:34:56.058505] [INFO ] [sig       ] TD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:56.207110] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TD.txt
[2025-12-10T20:34:56.207244] [INFO ] [sig       ] [3134/3612] Completed TD in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:56.207283] [INFO ] [sig       ] [3135/3612] Forecasting TDC...
[2025-12-10T20:34:56.207317] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-10T20:34:56.207350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-10T20:34:56.218100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-10T20:34:56.218390] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-10T20:34:56.219158] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-10T20:34:56.219207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:56.219237] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:56.219263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:56.219317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:56.276732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:56.277380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:56.277459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:56.277490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:56.398375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:56.398523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:56.398560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:56.398606] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:56.401880] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-10T20:34:56.402147] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-10T20:34:56.402265] [INFO ] [sig       ] TDC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:56.542007] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TDC.txt
[2025-12-10T20:34:56.542137] [INFO ] [sig       ] [3135/3612] Completed TDC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:56.542176] [INFO ] [sig       ] [3136/3612] Forecasting TDF...
[2025-12-10T20:34:56.542204] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-10T20:34:56.542233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-10T20:34:56.552889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-10T20:34:56.553191] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-10T20:34:56.553980] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-10T20:34:56.554030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:56.554062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:56.554088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:56.554143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:56.612666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:56.613360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:56.613439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:56.613472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:56.732616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:56.732771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:56.732811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:56.732838] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:56.736209] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-10T20:34:56.736481] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-10T20:34:56.736623] [INFO ] [sig       ] TDF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:56.878456] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TDF.txt
[2025-12-10T20:34:56.878597] [INFO ] [sig       ] [3136/3612] Completed TDF in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:56.878637] [INFO ] [sig       ] [3137/3612] Forecasting TDG...
[2025-12-10T20:34:56.878666] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-10T20:34:56.878695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-10T20:34:56.890413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-10T20:34:56.890749] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-10T20:34:56.891495] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-10T20:34:56.891545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:56.891620] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:56.891648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:56.891703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:56.955550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:56.956294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:56.956375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:56.956415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:57.077263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:57.077420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:57.077466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:57.077499] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:57.080996] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-10T20:34:57.081272] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-10T20:34:57.081405] [INFO ] [sig       ] TDG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:57.230399] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TDG.txt
[2025-12-10T20:34:57.230547] [INFO ] [sig       ] [3137/3612] Completed TDG in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.8m
[2025-12-10T20:34:57.230601] [INFO ] [sig       ] [3138/3612] Forecasting TDS...
[2025-12-10T20:34:57.230631] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-10T20:34:57.230661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-10T20:34:57.242988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-10T20:34:57.243343] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-10T20:34:57.244352] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-10T20:34:57.244405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:57.244437] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:57.244463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:57.244519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:57.305251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:57.305965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:57.306047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:57.306079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:57.430536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:57.430700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:57.430741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:57.430786] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:57.434115] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-12-10T20:34:57.434401] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-10T20:34:57.434526] [INFO ] [sig       ] TDS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:57.574996] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TDS.txt
[2025-12-10T20:34:57.575149] [INFO ] [sig       ] [3138/3612] Completed TDS in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:57.575188] [INFO ] [sig       ] [3139/3612] Forecasting TDSC...
[2025-12-10T20:34:57.575216] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-10T20:34:57.575245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-10T20:34:57.586402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-10T20:34:57.586939] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-10T20:34:57.587927] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-10T20:34:57.587976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:57.588007] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:57.588033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:57.588087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:57.646832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:57.647561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:57.647661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:57.647693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:57.760471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:57.760632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:57.760671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:57.760698] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:57.764314] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-12-10T20:34:57.764785] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-10T20:34:57.764908] [INFO ] [sig       ] TDSC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:57.913002] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TDSC.txt
[2025-12-10T20:34:57.913174] [INFO ] [sig       ] [3139/3612] Completed TDSC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:57.913221] [INFO ] [sig       ] [3140/3612] Forecasting TDUP...
[2025-12-10T20:34:57.913262] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-10T20:34:57.913298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-10T20:34:57.925507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-10T20:34:57.925860] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-10T20:34:57.926647] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-10T20:34:57.926698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:57.926730] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:57.926756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:57.926812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:57.987140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:57.987969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:57.988052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:57.988083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:58.113671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:58.113815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:58.113854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:58.113913] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:58.117470] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-10T20:34:58.117783] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-10T20:34:58.117905] [INFO ] [sig       ] TDUP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:58.259547] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TDUP.txt
[2025-12-10T20:34:58.259690] [INFO ] [sig       ] [3140/3612] Completed TDUP in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:58.259727] [INFO ] [sig       ] [3141/3612] Forecasting TDY...
[2025-12-10T20:34:58.259755] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-10T20:34:58.259784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-10T20:34:58.272437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-10T20:34:58.272853] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-10T20:34:58.273628] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-10T20:34:58.273680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:58.273712] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:58.273738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:58.273793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:58.332745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:58.333410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:58.333499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:58.333530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:58.456236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:58.456383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:58.456424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:58.456451] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:58.459940] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-10T20:34:58.460201] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-10T20:34:58.460319] [INFO ] [sig       ] TDY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:58.604183] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TDY.txt
[2025-12-10T20:34:58.604286] [INFO ] [sig       ] [3141/3612] Completed TDY in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:58.604322] [INFO ] [sig       ] [3142/3612] Forecasting TEAM...
[2025-12-10T20:34:58.604349] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-10T20:34:58.604377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-10T20:34:58.616671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-10T20:34:58.616922] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-10T20:34:58.617666] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-10T20:34:58.617715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:58.617770] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:58.617802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:58.617869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:58.675352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:58.675960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:58.676036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:58.676066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:58.795067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:58.795185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:58.795220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:58.795248] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:58.798376] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-10T20:34:58.798660] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-10T20:34:58.798776] [INFO ] [sig       ] TEAM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:58.982118] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TEAM.txt
[2025-12-10T20:34:58.982251] [INFO ] [sig       ] [3142/3612] Completed TEAM in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:58.982287] [INFO ] [sig       ] [3143/3612] Forecasting TECH...
[2025-12-10T20:34:58.982316] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-10T20:34:58.982353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-10T20:34:58.993521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-10T20:34:58.993802] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-10T20:34:58.994542] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-10T20:34:58.994616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:58.994648] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:58.994674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:58.994728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:59.052550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:59.053356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:59.053437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:59.053468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:59.177663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:59.177828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:59.177866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:59.177892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:59.181331] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-10T20:34:59.181614] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-10T20:34:59.181924] [INFO ] [sig       ] TECH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:34:59.321010] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TECH.txt
[2025-12-10T20:34:59.321111] [INFO ] [sig       ] [3143/3612] Completed TECH in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:59.321147] [INFO ] [sig       ] [3144/3612] Forecasting TECK...
[2025-12-10T20:34:59.321174] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-10T20:34:59.321202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-10T20:34:59.332832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-10T20:34:59.333082] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-10T20:34:59.333831] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-10T20:34:59.333891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:59.333923] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:59.333949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:59.334004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:59.395460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:59.396092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:59.396169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:59.396200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:59.518431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:59.518586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:59.518626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:59.518653] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:59.521834] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-10T20:34:59.522098] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-10T20:34:59.522216] [INFO ] [sig       ] TECK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:34:59.662170] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TECK.txt
[2025-12-10T20:34:59.662294] [INFO ] [sig       ] [3144/3612] Completed TECK in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:34:59.662331] [INFO ] [sig       ] [3145/3612] Forecasting TECX...
[2025-12-10T20:34:59.662360] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-10T20:34:59.662389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-10T20:34:59.675991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-10T20:34:59.676372] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-10T20:34:59.677153] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-10T20:34:59.677204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:34:59.677235] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:34:59.677261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:34:59.677315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:34:59.736130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:34:59.736998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:34:59.737083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:34:59.737117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:34:59.855219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:34:59.855376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:34:59.855414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:34:59.855445] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:34:59.858758] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-10T20:34:59.859033] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-10T20:34:59.859154] [INFO ] [sig       ] TECX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:00.000289] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TECX.txt
[2025-12-10T20:35:00.000442] [INFO ] [sig       ] [3145/3612] Completed TECX in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:35:00.000480] [INFO ] [sig       ] [3146/3612] Forecasting TEF...
[2025-12-10T20:35:00.000510] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-10T20:35:00.000538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-10T20:35:00.012214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-10T20:35:00.012547] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-10T20:35:00.013322] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-10T20:35:00.013372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:00.013403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:00.013428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:00.013483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:00.074473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:00.075550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:00.075834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:00.075867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:00.198944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:00.199094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:00.199132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:00.199160] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:00.202856] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-10T20:35:00.203125] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-10T20:35:00.203245] [INFO ] [sig       ] TEF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:00.344620] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TEF.txt
[2025-12-10T20:35:00.344771] [INFO ] [sig       ] [3146/3612] Completed TEF in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:35:00.344812] [INFO ] [sig       ] [3147/3612] Forecasting TEI...
[2025-12-10T20:35:00.344840] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-10T20:35:00.344868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-10T20:35:00.358416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-10T20:35:00.358898] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-10T20:35:00.359676] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-10T20:35:00.359725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:00.359762] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:00.359790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:00.359845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:00.420059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:00.420906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:00.421036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:00.421069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:00.538338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:00.538503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:00.538549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:00.538596] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:00.542095] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-10T20:35:00.542364] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-10T20:35:00.542488] [INFO ] [sig       ] TEI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:00.686986] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TEI.txt
[2025-12-10T20:35:00.687147] [INFO ] [sig       ] [3147/3612] Completed TEI in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:35:00.687188] [INFO ] [sig       ] [3148/3612] Forecasting TELO...
[2025-12-10T20:35:00.687218] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-10T20:35:00.687247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-10T20:35:00.698869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-10T20:35:00.699191] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-10T20:35:00.699966] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-10T20:35:00.700016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:00.700047] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:00.700072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:00.700127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:00.758731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:00.759541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:00.759638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:00.759670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:00.874771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:00.874913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:00.874950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:00.874977] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:00.878555] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-10T20:35:00.878918] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-10T20:35:00.879053] [INFO ] [sig       ] TELO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:01.028681] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TELO.txt
[2025-12-10T20:35:01.028834] [INFO ] [sig       ] [3148/3612] Completed TELO in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.7m
[2025-12-10T20:35:01.028874] [INFO ] [sig       ] [3149/3612] Forecasting TEM...
[2025-12-10T20:35:01.028902] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-10T20:35:01.028931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-10T20:35:01.040174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-10T20:35:01.040505] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-10T20:35:01.041274] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-10T20:35:01.041325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:01.041356] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:01.041383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:01.041442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:01.100082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:01.100966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:01.101049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:01.101083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:01.227748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:01.227913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:01.227953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:01.227981] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:01.231950] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-10T20:35:01.232371] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-10T20:35:01.232524] [INFO ] [sig       ] TEM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:01.384306] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TEM.txt
[2025-12-10T20:35:01.384444] [INFO ] [sig       ] [3149/3612] Completed TEM in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-10T20:35:01.384483] [INFO ] [sig       ] [3150/3612] Forecasting TENB...
[2025-12-10T20:35:01.384511] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-10T20:35:01.384539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-10T20:35:01.397008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-10T20:35:01.397308] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-10T20:35:01.398105] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-10T20:35:01.398156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:01.398186] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:01.398211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:01.398265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:01.458738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:01.459627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:01.459728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:01.459772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:01.597761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:01.597944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:01.597986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:01.598013] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:01.601767] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-10T20:35:01.602281] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-10T20:35:01.602416] [INFO ] [sig       ] TENB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:01.754563] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TENB.txt
[2025-12-10T20:35:01.755395] [INFO ] [sig       ] [3150/3612] Completed TENB in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-10T20:35:01.755461] [INFO ] [sig       ] [3151/3612] Forecasting TENX...
[2025-12-10T20:35:01.755507] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-10T20:35:01.755552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-10T20:35:01.768943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-10T20:35:01.769328] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-10T20:35:01.770204] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-10T20:35:01.770264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:01.770306] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:01.770345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:01.770423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:01.834564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:01.835488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:01.835588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:01.835624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:01.962290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:01.962477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:01.962518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:01.962547] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:01.966061] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-10T20:35:01.966350] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-10T20:35:01.966482] [INFO ] [sig       ] TENX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:02.119494] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TENX.txt
[2025-12-10T20:35:02.119865] [INFO ] [sig       ] [3151/3612] Completed TENX in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-10T20:35:02.119908] [INFO ] [sig       ] [3152/3612] Forecasting TEO...
[2025-12-10T20:35:02.119935] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-10T20:35:02.119964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-10T20:35:02.131763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-10T20:35:02.132105] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-10T20:35:02.133099] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-10T20:35:02.133150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:02.133180] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:02.133205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:02.133259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:02.207172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:02.208308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:02.208395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:02.208428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:02.372979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:02.373137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:02.373183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:02.373213] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:02.377189] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-10T20:35:02.377525] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-10T20:35:02.377681] [INFO ] [sig       ] TEO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:02.531434] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TEO.txt
[2025-12-10T20:35:02.531597] [INFO ] [sig       ] [3152/3612] Completed TEO in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-10T20:35:02.531641] [INFO ] [sig       ] [3153/3612] Forecasting TERN...
[2025-12-10T20:35:02.531669] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-10T20:35:02.531698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-10T20:35:02.544769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-10T20:35:02.545149] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-10T20:35:02.546311] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-10T20:35:02.546369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:02.546413] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:02.546439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:02.546494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:02.607668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:02.608773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:02.608854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:02.608886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:02.738953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:02.739101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:02.739141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:02.739171] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:02.742554] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-12-10T20:35:02.742851] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-10T20:35:02.742974] [INFO ] [sig       ] TERN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:02.889335] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TERN.txt
[2025-12-10T20:35:02.889524] [INFO ] [sig       ] [3153/3612] Completed TERN in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-10T20:35:02.889570] [INFO ] [sig       ] [3154/3612] Forecasting TEVA...
[2025-12-10T20:35:02.889619] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-10T20:35:02.889648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-10T20:35:02.903622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-10T20:35:02.904001] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-10T20:35:02.905048] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-10T20:35:02.905103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:02.905164] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:02.905194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:02.905251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:02.965463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:02.966487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:02.966611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:02.966662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:03.093846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:03.094002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:03.094041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:03.094068] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:03.097854] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-10T20:35:03.098145] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-10T20:35:03.098275] [INFO ] [sig       ] TEVA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:03.245050] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TEVA.txt
[2025-12-10T20:35:03.245187] [INFO ] [sig       ] [3154/3612] Completed TEVA in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.7m
[2025-12-10T20:35:03.245227] [INFO ] [sig       ] [3155/3612] Forecasting TEX...
[2025-12-10T20:35:03.245255] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-10T20:35:03.245283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-10T20:35:03.256597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-10T20:35:03.256896] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-10T20:35:03.257666] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-10T20:35:03.257745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:03.257795] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:03.257823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:03.257878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:03.315146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:03.315829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:03.315906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:03.315938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:03.440070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:03.440222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:03.440262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:03.440290] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:03.443835] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2025-12-10T20:35:03.444117] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-10T20:35:03.444245] [INFO ] [sig       ] TEX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:03.608078] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TEX.txt
[2025-12-10T20:35:03.608271] [INFO ] [sig       ] [3155/3612] Completed TEX in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:03.608320] [INFO ] [sig       ] [3156/3612] Forecasting TFC...
[2025-12-10T20:35:03.608354] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-10T20:35:03.608389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-10T20:35:03.623664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-10T20:35:03.624072] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-10T20:35:03.624924] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-10T20:35:03.624976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:03.625008] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:03.625035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:03.625090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:03.681795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:03.682696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:03.682779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:03.682814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:03.810090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:03.810256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:03.810295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:03.810323] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:03.814030] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-10T20:35:03.814301] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-10T20:35:03.814423] [INFO ] [sig       ] TFC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:03.953770] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TFC.txt
[2025-12-10T20:35:03.953900] [INFO ] [sig       ] [3156/3612] Completed TFC in 0.3s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:03.953940] [INFO ] [sig       ] [3157/3612] Forecasting TFII...
[2025-12-10T20:35:03.953969] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-10T20:35:03.953999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-10T20:35:03.965112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-10T20:35:03.965398] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-10T20:35:03.966240] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-10T20:35:03.966292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:03.966324] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:03.966351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:03.966412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:04.022806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:04.023488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:04.023566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:04.023615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:04.148885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:04.149028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:04.149068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:04.149130] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:04.152860] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-10T20:35:04.153140] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-10T20:35:04.153278] [INFO ] [sig       ] TFII: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:04.297151] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TFII.txt
[2025-12-10T20:35:04.297313] [INFO ] [sig       ] [3157/3612] Completed TFII in 0.3s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:04.297355] [INFO ] [sig       ] [3158/3612] Forecasting TFIN...
[2025-12-10T20:35:04.297384] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-10T20:35:04.297413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-10T20:35:04.309123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-10T20:35:04.309506] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-10T20:35:04.310504] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-10T20:35:04.310554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:04.310607] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:04.310635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:04.310694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:04.371707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:04.372747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:04.372832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:04.372863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:04.494852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:04.495004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:04.495041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:04.495069] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:04.498592] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-10T20:35:04.498903] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-10T20:35:04.499039] [INFO ] [sig       ] TFIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:04.643661] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TFIN.txt
[2025-12-10T20:35:04.643810] [INFO ] [sig       ] [3158/3612] Completed TFIN in 0.3s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:04.643856] [INFO ] [sig       ] [3159/3612] Forecasting TFPM...
[2025-12-10T20:35:04.643885] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-10T20:35:04.643913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-10T20:35:04.655174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-10T20:35:04.655459] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-10T20:35:04.656209] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-10T20:35:04.656260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:04.656291] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:04.656317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:04.656372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:04.712615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:04.713333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:04.713411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:04.713443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:04.840253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:04.840417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:04.840464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:04.840495] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:04.844323] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-10T20:35:04.844881] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-10T20:35:04.845014] [INFO ] [sig       ] TFPM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:04.999132] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TFPM.txt
[2025-12-10T20:35:04.999283] [INFO ] [sig       ] [3159/3612] Completed TFPM in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:04.999322] [INFO ] [sig       ] [3160/3612] Forecasting TFSL...
[2025-12-10T20:35:04.999350] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-10T20:35:04.999380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-10T20:35:05.010537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-10T20:35:05.010874] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-10T20:35:05.011651] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-10T20:35:05.011703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:05.011735] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:05.011762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:05.011817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:05.067585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:05.068428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:05.068516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:05.068547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:05.187908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:05.188058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:05.188096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:05.188124] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:05.191426] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-12-10T20:35:05.191727] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-10T20:35:05.191893] [INFO ] [sig       ] TFSL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:05.345130] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TFSL.txt
[2025-12-10T20:35:05.345279] [INFO ] [sig       ] [3160/3612] Completed TFSL in 0.3s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:05.345319] [INFO ] [sig       ] [3161/3612] Forecasting TG...
[2025-12-10T20:35:05.345347] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-10T20:35:05.345376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-10T20:35:05.361298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-10T20:35:05.361990] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-10T20:35:05.363294] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-10T20:35:05.363397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:05.363438] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:05.363472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:05.363555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:05.434832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:05.436029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:05.436125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:05.436159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:05.562424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:05.562688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:05.562733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:05.562763] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:05.567423] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-12-10T20:35:05.567928] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-10T20:35:05.568104] [INFO ] [sig       ] TG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:05.737025] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TG.txt
[2025-12-10T20:35:05.737232] [INFO ] [sig       ] [3161/3612] Completed TG in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:05.737276] [INFO ] [sig       ] [3162/3612] Forecasting TGLS...
[2025-12-10T20:35:05.737305] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-10T20:35:05.737338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-10T20:35:05.751501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-10T20:35:05.752099] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-10T20:35:05.753113] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-10T20:35:05.753170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:05.753203] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:05.753230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:05.753288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:05.817504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:05.819201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:05.819302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:05.819334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:05.951827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:05.952067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:05.952112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:05.952170] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:05.956480] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-10T20:35:05.957140] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-10T20:35:05.957330] [INFO ] [sig       ] TGLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:06.126596] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TGLS.txt
[2025-12-10T20:35:06.126802] [INFO ] [sig       ] [3162/3612] Completed TGLS in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:06.126845] [INFO ] [sig       ] [3163/3612] Forecasting TGNA...
[2025-12-10T20:35:06.126874] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-10T20:35:06.126903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-10T20:35:06.141276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-10T20:35:06.141756] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-10T20:35:06.142663] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-10T20:35:06.142723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:06.142756] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:06.142786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:06.142858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:06.205018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:06.205989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:06.206078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:06.206111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:06.337326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:06.337488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:06.337528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:06.337556] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:06.341291] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-10T20:35:06.341661] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-10T20:35:06.341816] [INFO ] [sig       ] TGNA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:06.488658] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TGNA.txt
[2025-12-10T20:35:06.488822] [INFO ] [sig       ] [3163/3612] Completed TGNA in 0.4s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:06.488863] [INFO ] [sig       ] [3164/3612] Forecasting TGS...
[2025-12-10T20:35:06.488891] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-10T20:35:06.488920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-10T20:35:06.500289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-10T20:35:06.500681] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-10T20:35:06.501465] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-10T20:35:06.501518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:06.501550] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:06.501601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:06.501659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:06.561450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:06.562482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:06.562644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:06.562680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:06.684684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:06.684840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:06.684878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:06.684905] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:06.688857] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-10T20:35:06.689249] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-10T20:35:06.689396] [INFO ] [sig       ] TGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:06.833803] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TGS.txt
[2025-12-10T20:35:06.833957] [INFO ] [sig       ] [3164/3612] Completed TGS in 0.3s | 2.87 sym/s | Total: 18.3m | ETA: 2.6m
[2025-12-10T20:35:06.833997] [INFO ] [sig       ] [3165/3612] Forecasting TGTX...
[2025-12-10T20:35:06.834026] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-10T20:35:06.834054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-10T20:35:06.845536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-10T20:35:06.845908] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-10T20:35:06.846678] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-10T20:35:06.846728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:06.846758] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:06.846784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:06.846839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:06.904918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:06.905763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:06.905847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:06.905878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:07.030446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:07.030663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:07.030711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:07.030744] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:07.034546] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-12-10T20:35:07.034833] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-10T20:35:07.034956] [INFO ] [sig       ] TGTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:07.183857] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TGTX.txt
[2025-12-10T20:35:07.184006] [INFO ] [sig       ] [3165/3612] Completed TGTX in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:07.184044] [INFO ] [sig       ] [3166/3612] Forecasting TH...
[2025-12-10T20:35:07.184073] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-10T20:35:07.184101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-10T20:35:07.195958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-10T20:35:07.196321] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-10T20:35:07.197304] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-10T20:35:07.197354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:07.197385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:07.197424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:07.197480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:07.256333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:07.257187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:07.257267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:07.257299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:07.383228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:07.383384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:07.383426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:07.383454] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:07.387283] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-12-10T20:35:07.387549] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-10T20:35:07.387690] [INFO ] [sig       ] TH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:07.532700] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TH.txt
[2025-12-10T20:35:07.532853] [INFO ] [sig       ] [3166/3612] Completed TH in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:07.532893] [INFO ] [sig       ] [3167/3612] Forecasting THC...
[2025-12-10T20:35:07.532921] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-10T20:35:07.532950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-10T20:35:07.545142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-10T20:35:07.545511] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-10T20:35:07.546295] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-10T20:35:07.546346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:07.546377] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:07.546402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:07.546457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:07.604725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:07.605538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:07.605640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:07.605673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:07.729844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:07.730001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:07.730039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:07.730069] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:07.733431] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-10T20:35:07.733746] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-10T20:35:07.733882] [INFO ] [sig       ] THC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:07.876501] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/THC.txt
[2025-12-10T20:35:07.876700] [INFO ] [sig       ] [3167/3612] Completed THC in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:07.876742] [INFO ] [sig       ] [3168/3612] Forecasting THFF...
[2025-12-10T20:35:07.876770] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-10T20:35:07.876798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-10T20:35:07.888027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-10T20:35:07.888416] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-10T20:35:07.889480] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-10T20:35:07.889534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:07.889567] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:07.889617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:07.889675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:07.953148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:07.954049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:07.954137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:07.954168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:08.083985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:08.084152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:08.084195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:08.084227] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:08.088561] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-12-10T20:35:08.089015] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-10T20:35:08.089193] [INFO ] [sig       ] THFF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:08.241510] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/THFF.txt
[2025-12-10T20:35:08.241678] [INFO ] [sig       ] [3168/3612] Completed THFF in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:08.241719] [INFO ] [sig       ] [3169/3612] Forecasting THG...
[2025-12-10T20:35:08.241746] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-10T20:35:08.241775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-10T20:35:08.255016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-10T20:35:08.255359] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-10T20:35:08.256125] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-10T20:35:08.256176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:08.256206] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:08.256232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:08.256287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:08.313429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:08.314284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:08.314363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:08.314394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:08.435454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:08.435629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:08.435669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:08.435697] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:08.439040] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-10T20:35:08.439313] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-10T20:35:08.439436] [INFO ] [sig       ] THG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:08.577287] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/THG.txt
[2025-12-10T20:35:08.577431] [INFO ] [sig       ] [3169/3612] Completed THG in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:08.577470] [INFO ] [sig       ] [3170/3612] Forecasting THO...
[2025-12-10T20:35:08.577498] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-10T20:35:08.577532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-10T20:35:08.589603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-10T20:35:08.589940] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-10T20:35:08.590710] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-10T20:35:08.590759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:08.590790] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:08.590816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:08.590871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:08.658279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:08.659162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:08.659249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:08.659283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:08.785811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:08.785961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:08.785999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:08.786028] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:08.789284] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2025-12-10T20:35:08.789552] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-10T20:35:08.789693] [INFO ] [sig       ] THO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:08.929200] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/THO.txt
[2025-12-10T20:35:08.929348] [INFO ] [sig       ] [3170/3612] Completed THO in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:08.929388] [INFO ] [sig       ] [3171/3612] Forecasting THQ...
[2025-12-10T20:35:08.929415] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-10T20:35:08.929443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-10T20:35:08.940930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-10T20:35:08.941293] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-10T20:35:08.942137] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-10T20:35:08.942191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:08.942253] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:08.942282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:08.942340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:08.999961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:09.000810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:09.000896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:09.000929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:09.121670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:09.121826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:09.121865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:09.121892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:09.125168] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-10T20:35:09.125479] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-10T20:35:09.125626] [INFO ] [sig       ] THQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:09.268961] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/THQ.txt
[2025-12-10T20:35:09.269119] [INFO ] [sig       ] [3171/3612] Completed THQ in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:09.269160] [INFO ] [sig       ] [3172/3612] Forecasting THRM...
[2025-12-10T20:35:09.269188] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-10T20:35:09.269216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-10T20:35:09.281202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-10T20:35:09.281525] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-10T20:35:09.282321] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-10T20:35:09.282372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:09.282404] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:09.282431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:09.282487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:09.341107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:09.341970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:09.342050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:09.342081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:09.467391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:09.467540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:09.467596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:09.467630] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:09.471393] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-10T20:35:09.471687] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-10T20:35:09.471814] [INFO ] [sig       ] THRM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:09.619298] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/THRM.txt
[2025-12-10T20:35:09.619447] [INFO ] [sig       ] [3172/3612] Completed THRM in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.6m
[2025-12-10T20:35:09.619490] [INFO ] [sig       ] [3173/3612] Forecasting THRY...
[2025-12-10T20:35:09.619518] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-10T20:35:09.619547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-10T20:35:09.631234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-10T20:35:09.631599] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-10T20:35:09.632373] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-10T20:35:09.632423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:09.632454] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:09.632480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:09.632534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:09.693461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:09.694470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:09.694591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:09.694626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:09.816434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:09.816601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:09.816641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:09.816669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:09.820322] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-10T20:35:09.820623] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-10T20:35:09.820941] [INFO ] [sig       ] THRY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:09.963984] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/THRY.txt
[2025-12-10T20:35:09.964121] [INFO ] [sig       ] [3173/3612] Completed THRY in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:09.964161] [INFO ] [sig       ] [3174/3612] Forecasting THS...
[2025-12-10T20:35:09.964190] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-10T20:35:09.964219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-10T20:35:09.975219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-10T20:35:09.975597] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-10T20:35:09.976410] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-10T20:35:09.976462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:09.976501] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:09.976544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:09.976636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:10.031895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:10.032623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:10.032702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:10.032733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:10.156696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:10.156869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:10.156908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:10.156981] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:10.160269] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-12-10T20:35:10.160539] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-10T20:35:10.160681] [INFO ] [sig       ] THS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:10.300358] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/THS.txt
[2025-12-10T20:35:10.300514] [INFO ] [sig       ] [3174/3612] Completed THS in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:10.300555] [INFO ] [sig       ] [3175/3612] Forecasting TIGO...
[2025-12-10T20:35:10.300610] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-10T20:35:10.300642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-10T20:35:10.312163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-10T20:35:10.312552] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-10T20:35:10.313351] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-10T20:35:10.313402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:10.313433] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:10.313458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:10.313513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:10.373222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:10.374072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:10.374156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:10.374188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:10.495960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:10.496117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:10.496165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:10.496194] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:10.499695] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-10T20:35:10.499974] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-10T20:35:10.500097] [INFO ] [sig       ] TIGO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:10.656515] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TIGO.txt
[2025-12-10T20:35:10.656683] [INFO ] [sig       ] [3175/3612] Completed TIGO in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:10.656724] [INFO ] [sig       ] [3176/3612] Forecasting TIL...
[2025-12-10T20:35:10.656752] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-10T20:35:10.656790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-10T20:35:10.668727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-10T20:35:10.669051] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-10T20:35:10.670124] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-10T20:35:10.670176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:10.670207] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:10.670234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:10.670291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:10.735780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:10.736668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:10.736751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:10.736783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:10.865634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:10.865787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:10.866015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:10.866043] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:10.869664] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2025-12-10T20:35:10.869945] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-10T20:35:10.870068] [INFO ] [sig       ] TIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:11.018219] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TIL.txt
[2025-12-10T20:35:11.018370] [INFO ] [sig       ] [3176/3612] Completed TIL in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:11.018409] [INFO ] [sig       ] [3177/3612] Forecasting TILE...
[2025-12-10T20:35:11.018437] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-10T20:35:11.018466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-10T20:35:11.030138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-10T20:35:11.030438] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-10T20:35:11.031199] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-10T20:35:11.031248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:11.031278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:11.031303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:11.031358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:11.088793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:11.089500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:11.089603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:11.089638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:11.211513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:11.211673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:11.211711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:11.211738] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:11.214965] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-10T20:35:11.215231] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-10T20:35:11.215348] [INFO ] [sig       ] TILE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:11.359062] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TILE.txt
[2025-12-10T20:35:11.359194] [INFO ] [sig       ] [3177/3612] Completed TILE in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:11.359233] [INFO ] [sig       ] [3178/3612] Forecasting TIMB...
[2025-12-10T20:35:11.359261] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-10T20:35:11.359288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-10T20:35:11.370675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-10T20:35:11.371172] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-10T20:35:11.372144] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-10T20:35:11.372194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:11.372224] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:11.372250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:11.372304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:11.429445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:11.430081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:11.430162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:11.430194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:11.551397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:11.551542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:11.551596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:11.551626] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:11.555468] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-10T20:35:11.555756] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-10T20:35:11.555877] [INFO ] [sig       ] TIMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:11.696499] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TIMB.txt
[2025-12-10T20:35:11.696643] [INFO ] [sig       ] [3178/3612] Completed TIMB in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:11.696683] [INFO ] [sig       ] [3179/3612] Forecasting TITN...
[2025-12-10T20:35:11.696711] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-10T20:35:11.696739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-10T20:35:11.707846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-10T20:35:11.708330] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-10T20:35:11.709113] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-10T20:35:11.709174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:11.709205] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:11.709232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:11.709287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:11.767797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:11.768643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:11.768724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:11.768757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:11.891275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:11.891419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:11.891457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:11.891486] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:11.895462] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-10T20:35:11.895756] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-10T20:35:11.895879] [INFO ] [sig       ] TITN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:12.042094] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TITN.txt
[2025-12-10T20:35:12.042228] [INFO ] [sig       ] [3179/3612] Completed TITN in 0.3s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:12.042267] [INFO ] [sig       ] [3180/3612] Forecasting TJX...
[2025-12-10T20:35:12.042295] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-10T20:35:12.042323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-10T20:35:12.054634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-10T20:35:12.054926] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-10T20:35:12.055731] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-10T20:35:12.055782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:12.055813] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:12.055838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:12.056046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:12.117487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:12.118377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:12.118459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:12.118492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:12.250804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:12.250954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:12.250993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:12.251022] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:12.254422] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-10T20:35:12.254719] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-10T20:35:12.254843] [INFO ] [sig       ] TJX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:12.398880] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TJX.txt
[2025-12-10T20:35:12.399022] [INFO ] [sig       ] [3180/3612] Completed TJX in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:12.399062] [INFO ] [sig       ] [3181/3612] Forecasting TK...
[2025-12-10T20:35:12.399091] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-10T20:35:12.399118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-10T20:35:12.411208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-10T20:35:12.411619] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-10T20:35:12.412568] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-10T20:35:12.412638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:12.412671] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:12.412699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:12.412756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:12.473045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:12.474289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:12.474419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:12.474467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:12.619642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:12.619807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:12.619846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:12.619874] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:12.623238] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-12-10T20:35:12.623512] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-10T20:35:12.623680] [INFO ] [sig       ] TK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:12.763382] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TK.txt
[2025-12-10T20:35:12.763529] [INFO ] [sig       ] [3181/3612] Completed TK in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:12.763568] [INFO ] [sig       ] [3182/3612] Forecasting TKC...
[2025-12-10T20:35:12.763618] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-10T20:35:12.763647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-10T20:35:12.779993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-10T20:35:12.780598] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-10T20:35:12.781516] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-10T20:35:12.781569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:12.781635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:12.781661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:12.781718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:12.842356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:12.843483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:12.843598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:12.843634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:12.973673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:12.973901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:12.973944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:12.973974] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:12.977860] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-10T20:35:12.978175] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-10T20:35:12.978310] [INFO ] [sig       ] TKC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:13.127294] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TKC.txt
[2025-12-10T20:35:13.128000] [INFO ] [sig       ] [3182/3612] Completed TKC in 0.4s | 2.87 sym/s | Total: 18.4m | ETA: 2.5m
[2025-12-10T20:35:13.128056] [INFO ] [sig       ] [3183/3612] Forecasting TKNO...
[2025-12-10T20:35:13.128091] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-10T20:35:13.128119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-10T20:35:13.141549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-10T20:35:13.141988] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-10T20:35:13.142863] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-10T20:35:13.142917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:13.142948] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:13.142975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:13.143031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:13.207826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:13.208808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:13.208894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:13.208926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:13.329263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:13.329424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:13.329462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:13.329489] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:13.333165] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-12-10T20:35:13.333432] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-10T20:35:13.333553] [INFO ] [sig       ] TKNO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:13.473651] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TKNO.txt
[2025-12-10T20:35:13.473836] [INFO ] [sig       ] [3183/3612] Completed TKNO in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:13.473879] [INFO ] [sig       ] [3184/3612] Forecasting TKO...
[2025-12-10T20:35:13.473910] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-10T20:35:13.473939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-10T20:35:13.486595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-10T20:35:13.486931] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-10T20:35:13.487703] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-10T20:35:13.487795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:13.487834] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:13.487862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:13.487917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:13.544423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:13.545191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:13.545269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:13.545300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:13.667705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:13.667897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:13.667937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:13.667965] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:13.671382] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-10T20:35:13.671662] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-10T20:35:13.671799] [INFO ] [sig       ] TKO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:13.830405] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TKO.txt
[2025-12-10T20:35:13.830606] [INFO ] [sig       ] [3184/3612] Completed TKO in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:13.830650] [INFO ] [sig       ] [3185/3612] Forecasting TLK...
[2025-12-10T20:35:13.830679] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-10T20:35:13.830707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-10T20:35:13.842621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-10T20:35:13.842918] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-10T20:35:13.843700] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-10T20:35:13.843752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:13.843783] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:13.843809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:13.843863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:13.902267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:13.902976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:13.903057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:13.903090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:14.027640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:14.027834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:14.027873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:14.027900] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:14.031661] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-10T20:35:14.032177] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-10T20:35:14.032313] [INFO ] [sig       ] TLK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:14.178277] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TLK.txt
[2025-12-10T20:35:14.178457] [INFO ] [sig       ] [3185/3612] Completed TLK in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:14.178497] [INFO ] [sig       ] [3186/3612] Forecasting TLN...
[2025-12-10T20:35:14.178527] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-10T20:35:14.178555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-10T20:35:14.191366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-10T20:35:14.191816] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-10T20:35:14.192911] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-10T20:35:14.192981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:14.193222] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:14.193261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:14.193336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:14.271319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:14.272213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:14.272295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:14.272329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:14.401027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:14.401208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:14.401266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:14.401295] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:14.405223] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-10T20:35:14.405590] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-10T20:35:14.405744] [INFO ] [sig       ] TLN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:14.566249] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TLN.txt
[2025-12-10T20:35:14.566416] [INFO ] [sig       ] [3186/3612] Completed TLN in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:14.566457] [INFO ] [sig       ] [3187/3612] Forecasting TLS...
[2025-12-10T20:35:14.566485] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-10T20:35:14.566514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-10T20:35:14.578606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-10T20:35:14.578892] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-10T20:35:14.579667] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-10T20:35:14.579727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:14.579764] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:14.579795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:14.579861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:14.644773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:14.645661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:14.645747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:14.645779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:14.768042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:14.768189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:14.768227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:14.768255] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:14.771797] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-10T20:35:14.772071] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-10T20:35:14.772191] [INFO ] [sig       ] TLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:14.920041] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TLS.txt
[2025-12-10T20:35:14.920182] [INFO ] [sig       ] [3187/3612] Completed TLS in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:14.920221] [INFO ] [sig       ] [3188/3612] Forecasting TLSA...
[2025-12-10T20:35:14.920251] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-10T20:35:14.920279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-10T20:35:14.932749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-10T20:35:14.933317] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-10T20:35:14.934284] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-10T20:35:14.934334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:14.934391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:14.934418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:14.934472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:14.994141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:14.994985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:14.995081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:14.995113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:15.127349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:15.127495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:15.127534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:15.127561] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:15.130918] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-12-10T20:35:15.131189] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-10T20:35:15.131310] [INFO ] [sig       ] TLSA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:15.303775] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TLSA.txt
[2025-12-10T20:35:15.304001] [INFO ] [sig       ] [3188/3612] Completed TLSA in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:15.304057] [INFO ] [sig       ] [3189/3612] Forecasting TLSI...
[2025-12-10T20:35:15.304094] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-10T20:35:15.304133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-10T20:35:15.316647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-10T20:35:15.317190] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-10T20:35:15.318176] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-10T20:35:15.318229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:15.318261] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:15.318287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:15.318354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:15.379772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:15.380567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:15.380668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:15.380702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:15.506549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:15.506720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:15.506762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:15.506791] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:15.511087] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-12-10T20:35:15.511357] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-10T20:35:15.511477] [INFO ] [sig       ] TLSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:15.653126] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TLSI.txt
[2025-12-10T20:35:15.653264] [INFO ] [sig       ] [3189/3612] Completed TLSI in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.5m
[2025-12-10T20:35:15.653305] [INFO ] [sig       ] [3190/3612] Forecasting TLYS...
[2025-12-10T20:35:15.653334] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-10T20:35:15.653362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-10T20:35:15.665511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-10T20:35:15.665816] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-10T20:35:15.666587] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-10T20:35:15.666648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:15.666702] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:15.666732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:15.666788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:15.726808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:15.728098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:15.728183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:15.728216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:15.845544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:15.845703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:15.845742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:15.845770] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:15.849421] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-10T20:35:15.849714] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-10T20:35:15.849838] [INFO ] [sig       ] TLYS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:16.006547] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TLYS.txt
[2025-12-10T20:35:16.006702] [INFO ] [sig       ] [3190/3612] Completed TLYS in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:16.006740] [INFO ] [sig       ] [3191/3612] Forecasting TM...
[2025-12-10T20:35:16.006770] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-10T20:35:16.006799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-10T20:35:16.019544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-10T20:35:16.019868] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-10T20:35:16.020663] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-10T20:35:16.020713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:16.020744] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:16.020769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:16.020824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:16.079608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:16.080570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:16.080670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:16.080702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:16.204669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:16.204824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:16.204861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:16.204923] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:16.209931] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-10T20:35:16.210247] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-10T20:35:16.210383] [INFO ] [sig       ] TM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:16.372984] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TM.txt
[2025-12-10T20:35:16.373134] [INFO ] [sig       ] [3191/3612] Completed TM in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:16.373173] [INFO ] [sig       ] [3192/3612] Forecasting TMC...
[2025-12-10T20:35:16.373202] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-10T20:35:16.373231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-10T20:35:16.385388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-10T20:35:16.385734] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-10T20:35:16.386654] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-10T20:35:16.386712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:16.386750] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:16.386783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:16.386860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:16.446698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:16.447763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:16.447878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:16.447927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:16.583343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:16.583495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:16.583534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:16.583560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:16.588504] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-10T20:35:16.588911] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-10T20:35:16.589266] [INFO ] [sig       ] TMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:16.767025] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TMC.txt
[2025-12-10T20:35:16.767180] [INFO ] [sig       ] [3192/3612] Completed TMC in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:16.767221] [INFO ] [sig       ] [3193/3612] Forecasting TMCI...
[2025-12-10T20:35:16.767252] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-10T20:35:16.767281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-10T20:35:16.779298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-10T20:35:16.779694] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-10T20:35:16.780712] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-10T20:35:16.780763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:16.780794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:16.780820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:16.780876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:16.839750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:16.840622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:16.840703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:16.840734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:16.964297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:16.964445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:16.964483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:16.964511] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:16.968353] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-10T20:35:16.968634] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-10T20:35:16.968753] [INFO ] [sig       ] TMCI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:17.122155] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TMCI.txt
[2025-12-10T20:35:17.122304] [INFO ] [sig       ] [3193/3612] Completed TMCI in 0.4s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:17.122343] [INFO ] [sig       ] [3194/3612] Forecasting TMDX...
[2025-12-10T20:35:17.122371] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-10T20:35:17.122407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-10T20:35:17.133908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-10T20:35:17.134232] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-10T20:35:17.135040] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-10T20:35:17.135092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:17.135124] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:17.135150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:17.135206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:17.195016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:17.195871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:17.195973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:17.196012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:17.322555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:17.322718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:17.322757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:17.322784] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:17.326525] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-10T20:35:17.326821] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-10T20:35:17.326963] [INFO ] [sig       ] TMDX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:17.470389] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TMDX.txt
[2025-12-10T20:35:17.470507] [INFO ] [sig       ] [3194/3612] Completed TMDX in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:17.470545] [INFO ] [sig       ] [3195/3612] Forecasting TME...
[2025-12-10T20:35:17.470593] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-10T20:35:17.470624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-10T20:35:17.482037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-10T20:35:17.482286] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-10T20:35:17.483048] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-10T20:35:17.483099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:17.483130] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:17.483155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:17.483209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:17.541538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:17.542130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:17.542205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:17.542236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:17.664353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:17.664480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:17.664516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:17.664544] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:17.667754] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=79.79%)
[2025-12-10T20:35:17.668021] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-10T20:35:17.668137] [INFO ] [sig       ] TME: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:17.809057] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TME.txt
[2025-12-10T20:35:17.809165] [INFO ] [sig       ] [3195/3612] Completed TME in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:17.809203] [INFO ] [sig       ] [3196/3612] Forecasting TMHC...
[2025-12-10T20:35:17.809231] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-10T20:35:17.809258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-10T20:35:17.821171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-10T20:35:17.821407] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-10T20:35:17.822194] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-10T20:35:17.822244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:17.822274] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:17.822300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:17.822354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:17.879033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:17.879631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:17.879706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:17.879736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:17.995471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:17.995564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:17.995616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:17.995643] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:17.998715] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-10T20:35:17.998971] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-10T20:35:17.999251] [INFO ] [sig       ] TMHC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:18.139747] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TMHC.txt
[2025-12-10T20:35:18.139855] [INFO ] [sig       ] [3196/3612] Completed TMHC in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:18.139891] [INFO ] [sig       ] [3197/3612] Forecasting TMUS...
[2025-12-10T20:35:18.139919] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-10T20:35:18.139946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-10T20:35:18.151434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-10T20:35:18.151708] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-10T20:35:18.152464] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-10T20:35:18.152514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:18.152545] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:18.152590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:18.152649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:18.209205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:18.209806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:18.209894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:18.209932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:18.334464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:18.334644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:18.334684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:18.334726] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:18.338106] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-10T20:35:18.338368] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-10T20:35:18.338485] [INFO ] [sig       ] TMUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:18.476679] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TMUS.txt
[2025-12-10T20:35:18.476782] [INFO ] [sig       ] [3197/3612] Completed TMUS in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:18.476829] [INFO ] [sig       ] [3198/3612] Forecasting TNC...
[2025-12-10T20:35:18.476860] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-10T20:35:18.476889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-10T20:35:18.488080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-10T20:35:18.488333] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-10T20:35:18.489085] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-10T20:35:18.489134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:18.489164] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:18.489190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:18.489245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:18.546592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:18.547661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:18.547801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:18.547833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:18.666680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:18.666836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:18.666875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:18.666902] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:18.670283] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-10T20:35:18.670611] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-10T20:35:18.670741] [INFO ] [sig       ] TNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:18.811887] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TNC.txt
[2025-12-10T20:35:18.812006] [INFO ] [sig       ] [3198/3612] Completed TNC in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:18.812042] [INFO ] [sig       ] [3199/3612] Forecasting TNDM...
[2025-12-10T20:35:18.812071] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-10T20:35:18.812099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-10T20:35:18.823990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-10T20:35:18.824238] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-10T20:35:18.824988] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-10T20:35:18.825037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:18.825067] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:18.825093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:18.825147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:18.882389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:18.882971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:18.883045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:18.883075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:19.004795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:19.004953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:19.004992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:19.005019] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:19.008549] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-10T20:35:19.008872] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-10T20:35:19.009020] [INFO ] [sig       ] TNDM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:19.159587] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TNDM.txt
[2025-12-10T20:35:19.159755] [INFO ] [sig       ] [3199/3612] Completed TNDM in 0.3s | 2.87 sym/s | Total: 18.5m | ETA: 2.4m
[2025-12-10T20:35:19.159800] [INFO ] [sig       ] [3200/3612] Forecasting TNGX...
[2025-12-10T20:35:19.159833] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-10T20:35:19.159867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-10T20:35:19.173449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-10T20:35:19.173845] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-10T20:35:19.174635] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-10T20:35:19.174684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:19.174715] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:19.174742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:19.174796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:19.233876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:19.234758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:19.234840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:19.234872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:19.354102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:19.354226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:19.354263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:19.354291] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:19.358090] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-12-10T20:35:19.358405] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-10T20:35:19.358540] [INFO ] [sig       ] TNGX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:19.505954] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TNGX.txt
[2025-12-10T20:35:19.506102] [INFO ] [sig       ] [3200/3612] Completed TNGX in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:19.506141] [INFO ] [sig       ] [3201/3612] Forecasting TNK...
[2025-12-10T20:35:19.506171] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-10T20:35:19.506200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-10T20:35:19.518747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-10T20:35:19.519114] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-10T20:35:19.519886] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-10T20:35:19.519936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:19.519967] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:19.519993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:19.520060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:19.579388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:19.580416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:19.580501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:19.580531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:19.701876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:19.702032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:19.702073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:19.702102] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:19.705529] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-10T20:35:19.705883] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-10T20:35:19.706030] [INFO ] [sig       ] TNK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:19.853794] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TNK.txt
[2025-12-10T20:35:19.853992] [INFO ] [sig       ] [3201/3612] Completed TNK in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:19.854032] [INFO ] [sig       ] [3202/3612] Forecasting TNL...
[2025-12-10T20:35:19.854060] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-10T20:35:19.854089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-10T20:35:19.865211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-10T20:35:19.865609] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-10T20:35:19.866370] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-10T20:35:19.866421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:19.866451] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:19.866476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:19.866531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:19.927830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:19.928699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:19.928780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:19.928812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:20.060920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:20.061104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:20.061143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:20.061172] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:20.064815] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-10T20:35:20.065273] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-10T20:35:20.065409] [INFO ] [sig       ] TNL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:20.210389] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TNL.txt
[2025-12-10T20:35:20.210544] [INFO ] [sig       ] [3202/3612] Completed TNL in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:20.210602] [INFO ] [sig       ] [3203/3612] Forecasting TNON...
[2025-12-10T20:35:20.210632] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-10T20:35:20.210662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-10T20:35:20.222938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-10T20:35:20.223321] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-10T20:35:20.224127] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-10T20:35:20.224200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:20.224232] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:20.224258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:20.224312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:20.282878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:20.283760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:20.283843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:20.283874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:20.404318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:20.404479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:20.404517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:20.404546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:20.407899] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-10T20:35:20.408386] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-10T20:35:20.408519] [INFO ] [sig       ] TNON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:20.556547] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TNON.txt
[2025-12-10T20:35:20.556718] [INFO ] [sig       ] [3203/3612] Completed TNON in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:20.556756] [INFO ] [sig       ] [3204/3612] Forecasting TNXP...
[2025-12-10T20:35:20.556785] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-10T20:35:20.556814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-10T20:35:20.569887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-10T20:35:20.570309] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-10T20:35:20.571199] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-10T20:35:20.571252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:20.571283] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:20.571309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:20.571362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:20.631804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:20.632647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:20.632730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:20.632762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:20.754082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:20.754231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:20.754270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:20.754298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:20.757765] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-10T20:35:20.758066] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-10T20:35:20.758189] [INFO ] [sig       ] TNXP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:20.910264] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TNXP.txt
[2025-12-10T20:35:20.910455] [INFO ] [sig       ] [3204/3612] Completed TNXP in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:20.910716] [INFO ] [sig       ] [3205/3612] Forecasting TNYA...
[2025-12-10T20:35:20.910750] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-10T20:35:20.910778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-10T20:35:20.923267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-10T20:35:20.923680] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-10T20:35:20.924675] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-10T20:35:20.924725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:20.924783] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:20.924810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:20.924868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:20.984074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:20.985336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:20.985421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:20.985453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:21.116057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:21.116217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:21.116255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:21.116282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:21.119935] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-12-10T20:35:21.120270] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-10T20:35:21.120404] [INFO ] [sig       ] TNYA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:21.267162] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TNYA.txt
[2025-12-10T20:35:21.267312] [INFO ] [sig       ] [3205/3612] Completed TNYA in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:21.267353] [INFO ] [sig       ] [3206/3612] Forecasting TOI...
[2025-12-10T20:35:21.267381] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-10T20:35:21.267410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-10T20:35:21.279179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-10T20:35:21.279566] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-10T20:35:21.280353] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-10T20:35:21.280404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:21.280435] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:21.280460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:21.280514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:21.340073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:21.340929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:21.341011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:21.341041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:21.465456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:21.465621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:21.465661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:21.465690] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:21.469074] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-10T20:35:21.469363] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-10T20:35:21.469491] [INFO ] [sig       ] TOI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:21.616416] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TOI.txt
[2025-12-10T20:35:21.616598] [INFO ] [sig       ] [3206/3612] Completed TOI in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.4m
[2025-12-10T20:35:21.616641] [INFO ] [sig       ] [3207/3612] Forecasting TOL...
[2025-12-10T20:35:21.616670] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-10T20:35:21.616700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-10T20:35:21.628815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-10T20:35:21.629196] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-10T20:35:21.629971] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-10T20:35:21.630021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:21.630051] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:21.630077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:21.630130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:21.686987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:21.687807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:21.687885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:21.687917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:21.811511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:21.811684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:21.811722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:21.811748] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:21.815065] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2025-12-10T20:35:21.815342] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-10T20:35:21.815464] [INFO ] [sig       ] TOL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:21.962721] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TOL.txt
[2025-12-10T20:35:21.962878] [INFO ] [sig       ] [3207/3612] Completed TOL in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:21.962918] [INFO ] [sig       ] [3208/3612] Forecasting TORO...
[2025-12-10T20:35:21.962946] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-10T20:35:21.962976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-10T20:35:21.975524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-10T20:35:21.975912] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-10T20:35:21.976845] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-10T20:35:21.976896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:21.976926] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:21.976952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:21.977006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:22.036403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:22.037253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:22.037333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:22.037365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:22.156691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:22.156839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:22.156878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:22.156943] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:22.160646] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-10T20:35:22.160942] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-10T20:35:22.161065] [INFO ] [sig       ] TORO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:22.308707] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TORO.txt
[2025-12-10T20:35:22.308872] [INFO ] [sig       ] [3208/3612] Completed TORO in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:22.308912] [INFO ] [sig       ] [3209/3612] Forecasting TOWN...
[2025-12-10T20:35:22.308942] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-10T20:35:22.308973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-10T20:35:22.321155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-10T20:35:22.321511] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-10T20:35:22.322346] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-10T20:35:22.322397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:22.322427] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:22.322452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:22.322507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:22.382664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:22.383538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:22.383641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:22.383675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:22.504505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:22.504704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:22.504746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:22.504776] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:22.508288] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-10T20:35:22.508599] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-10T20:35:22.508735] [INFO ] [sig       ] TOWN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:22.652956] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TOWN.txt
[2025-12-10T20:35:22.653117] [INFO ] [sig       ] [3209/3612] Completed TOWN in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:22.653157] [INFO ] [sig       ] [3210/3612] Forecasting TOYO...
[2025-12-10T20:35:22.653185] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-10T20:35:22.653213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-10T20:35:22.665059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-10T20:35:22.665415] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-10T20:35:22.666195] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-10T20:35:22.666246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:22.666276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:22.666302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:22.666358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:22.726444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:22.727277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:22.727358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:22.727391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:22.840591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:22.840755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:22.840796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:22.840826] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:22.844392] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2025-12-10T20:35:22.844691] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-10T20:35:22.844816] [INFO ] [sig       ] TOYO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:22.996692] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TOYO.txt
[2025-12-10T20:35:22.996843] [INFO ] [sig       ] [3210/3612] Completed TOYO in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:22.996884] [INFO ] [sig       ] [3211/3612] Forecasting TPB...
[2025-12-10T20:35:22.996912] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-10T20:35:22.996941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-10T20:35:23.009666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-10T20:35:23.010019] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-10T20:35:23.010819] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-10T20:35:23.010870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:23.010902] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:23.010927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:23.010982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:23.071432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:23.072372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:23.072474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:23.072507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:23.193835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:23.193990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:23.194036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:23.194074] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:23.197465] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-10T20:35:23.197808] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-10T20:35:23.197938] [INFO ] [sig       ] TPB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:23.347869] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TPB.txt
[2025-12-10T20:35:23.348005] [INFO ] [sig       ] [3211/3612] Completed TPB in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:23.348044] [INFO ] [sig       ] [3212/3612] Forecasting TPC...
[2025-12-10T20:35:23.348072] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-10T20:35:23.348099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-10T20:35:23.359244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-10T20:35:23.359531] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-10T20:35:23.360306] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-10T20:35:23.360357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:23.360388] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:23.360415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:23.360469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:23.422295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:23.423078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:23.423158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:23.423191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:23.546243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:23.546382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:23.546421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:23.546450] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:23.550268] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-12-10T20:35:23.550537] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-10T20:35:23.550676] [INFO ] [sig       ] TPC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:23.701021] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TPC.txt
[2025-12-10T20:35:23.701145] [INFO ] [sig       ] [3212/3612] Completed TPC in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:23.701371] [INFO ] [sig       ] [3213/3612] Forecasting TPG...
[2025-12-10T20:35:23.701399] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-10T20:35:23.701426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-10T20:35:23.713412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-10T20:35:23.713739] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-10T20:35:23.714765] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-10T20:35:23.714817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:23.714848] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:23.714873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:23.714927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:23.775462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:23.776143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:23.776406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:23.776439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:23.902130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:23.902280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:23.902317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:23.902344] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:23.906487] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-10T20:35:23.906780] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-10T20:35:23.906906] [INFO ] [sig       ] TPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:24.062353] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TPG.txt
[2025-12-10T20:35:24.062481] [INFO ] [sig       ] [3213/3612] Completed TPG in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:24.062521] [INFO ] [sig       ] [3214/3612] Forecasting TPGXL...
[2025-12-10T20:35:24.062550] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-10T20:35:24.062597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-10T20:35:24.170522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-10T20:35:24.170929] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-10T20:35:24.171728] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-10T20:35:24.171780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:24.171822] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:24.171849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:24.171903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:24.232703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:24.233570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:24.233676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:24.233708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:24.358087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:24.358276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:24.358321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:24.358350] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:24.362137] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-10T20:35:24.362470] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-10T20:35:24.362623] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:24.508824] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TPGXL.txt
[2025-12-10T20:35:24.508968] [INFO ] [sig       ] [3214/3612] Completed TPGXL in 0.4s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:24.509014] [INFO ] [sig       ] [3215/3612] Forecasting TPH...
[2025-12-10T20:35:24.509049] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-10T20:35:24.509084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-10T20:35:24.520980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-10T20:35:24.521337] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-10T20:35:24.522163] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-10T20:35:24.522212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:24.522242] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:24.522267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:24.522321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:24.579533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:24.580423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:24.580537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:24.580587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:24.698524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:24.698686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:24.698727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:24.698755] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:24.702049] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-12-10T20:35:24.702315] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-10T20:35:24.702432] [INFO ] [sig       ] TPH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:24.854383] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TPH.txt
[2025-12-10T20:35:24.854549] [INFO ] [sig       ] [3215/3612] Completed TPH in 0.3s | 2.87 sym/s | Total: 18.6m | ETA: 2.3m
[2025-12-10T20:35:24.854614] [INFO ] [sig       ] [3216/3612] Forecasting TPL...
[2025-12-10T20:35:24.854644] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-10T20:35:24.854673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-10T20:35:24.867021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-10T20:35:24.867434] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-10T20:35:24.868272] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-10T20:35:24.868323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:24.868354] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:24.868380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:24.868434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:24.926382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:24.927231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:24.927318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:24.927360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:25.051523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:25.051678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:25.051716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:25.051744] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:25.055017] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-10T20:35:25.055280] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-10T20:35:25.055402] [INFO ] [sig       ] TPL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:25.199302] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TPL.txt
[2025-12-10T20:35:25.199445] [INFO ] [sig       ] [3216/3612] Completed TPL in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:25.199482] [INFO ] [sig       ] [3217/3612] Forecasting TPVG...
[2025-12-10T20:35:25.199512] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-10T20:35:25.199541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-10T20:35:25.211536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-10T20:35:25.211895] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-10T20:35:25.212919] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-10T20:35:25.212982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:25.213020] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:25.213052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:25.213121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:25.272789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:25.273510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:25.273608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:25.273642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:25.397873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:25.397991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:25.398027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:25.398054] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:25.401760] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-10T20:35:25.402035] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-10T20:35:25.402159] [INFO ] [sig       ] TPVG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:25.543109] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TPVG.txt
[2025-12-10T20:35:25.543238] [INFO ] [sig       ] [3217/3612] Completed TPVG in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:25.543282] [INFO ] [sig       ] [3218/3612] Forecasting TPYP...
[2025-12-10T20:35:25.543311] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-10T20:35:25.543339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-10T20:35:25.554143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-10T20:35:25.554434] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-10T20:35:25.555193] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-10T20:35:25.555243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:25.555274] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:25.555300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:25.555356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:25.612241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:25.612974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:25.613055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:25.613087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:25.734152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:25.734517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:25.734555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:25.734600] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:25.738601] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-10T20:35:25.738876] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-10T20:35:25.738997] [INFO ] [sig       ] TPYP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:25.884524] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TPYP.txt
[2025-12-10T20:35:25.884699] [INFO ] [sig       ] [3218/3612] Completed TPYP in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:25.884739] [INFO ] [sig       ] [3219/3612] Forecasting TPZ...
[2025-12-10T20:35:25.884768] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-10T20:35:25.884796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-10T20:35:25.895694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-10T20:35:25.895979] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-10T20:35:25.896771] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-10T20:35:25.896820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:25.896851] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:25.896877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:25.896932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:25.957568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:25.958425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:25.958505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:25.958535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:26.066496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:26.066629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:26.066666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:26.066693] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:26.070087] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2025-12-10T20:35:26.070596] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-10T20:35:26.070739] [INFO ] [sig       ] TPZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:26.211080] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TPZ.txt
[2025-12-10T20:35:26.211208] [INFO ] [sig       ] [3219/3612] Completed TPZ in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:26.211256] [INFO ] [sig       ] [3220/3612] Forecasting TQQQ...
[2025-12-10T20:35:26.211296] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-10T20:35:26.211330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-10T20:35:26.222976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-10T20:35:26.223265] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-10T20:35:26.224042] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-10T20:35:26.224095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:26.224127] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:26.224153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:26.224207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:26.282479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:26.283087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:26.283162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:26.283382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:26.409226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:26.409350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:26.409387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:26.409413] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:26.412814] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=20.79%)
[2025-12-10T20:35:26.413080] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-10T20:35:26.413201] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:26.557538] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TQQQ.txt
[2025-12-10T20:35:26.557683] [INFO ] [sig       ] [3220/3612] Completed TQQQ in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:26.557746] [INFO ] [sig       ] [3221/3612] Forecasting TRC...
[2025-12-10T20:35:26.557778] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-10T20:35:26.557805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-10T20:35:26.570220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-10T20:35:26.570494] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-10T20:35:26.571263] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-10T20:35:26.571312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:26.571343] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:26.571368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:26.571422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:26.629032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:26.629710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:26.629788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:26.629819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:26.747770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:26.747921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:26.747962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:26.748018] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:26.751839] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-12-10T20:35:26.752108] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-10T20:35:26.752230] [INFO ] [sig       ] TRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:26.892030] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRC.txt
[2025-12-10T20:35:26.892157] [INFO ] [sig       ] [3221/3612] Completed TRC in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:26.892195] [INFO ] [sig       ] [3222/3612] Forecasting TRDA...
[2025-12-10T20:35:26.892223] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-10T20:35:26.892252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-10T20:35:26.903262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-10T20:35:26.903549] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-10T20:35:26.904299] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-10T20:35:26.904348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:26.904404] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:26.904430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:26.904485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:26.961197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:26.961990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:26.962065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:26.962095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:27.079892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:27.080017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:27.080053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:27.080081] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:27.083277] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-10T20:35:27.083539] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-10T20:35:27.083684] [INFO ] [sig       ] TRDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:27.225026] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRDA.txt
[2025-12-10T20:35:27.225146] [INFO ] [sig       ] [3222/3612] Completed TRDA in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:27.225183] [INFO ] [sig       ] [3223/3612] Forecasting TREE...
[2025-12-10T20:35:27.225211] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-10T20:35:27.225238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-10T20:35:27.236242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-10T20:35:27.236515] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-10T20:35:27.237268] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-10T20:35:27.237317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:27.237348] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:27.237373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:27.237428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:27.295018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:27.295620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:27.295708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:27.295740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:27.419470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:27.419633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:27.419672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:27.419700] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:27.423176] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-10T20:35:27.423664] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-10T20:35:27.423790] [INFO ] [sig       ] TREE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:27.565554] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TREE.txt
[2025-12-10T20:35:27.565699] [INFO ] [sig       ] [3223/3612] Completed TREE in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.3m
[2025-12-10T20:35:27.565737] [INFO ] [sig       ] [3224/3612] Forecasting TREX...
[2025-12-10T20:35:27.565765] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-10T20:35:27.565796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-10T20:35:27.576845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-10T20:35:27.577133] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-10T20:35:27.577926] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-10T20:35:27.577976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:27.578007] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:27.578032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:27.578091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:27.634660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:27.635323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:27.635399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:27.635430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:27.761589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:27.761737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:27.761774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:27.761801] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:27.765168] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-10T20:35:27.765435] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-10T20:35:27.765553] [INFO ] [sig       ] TREX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:27.905583] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TREX.txt
[2025-12-10T20:35:27.905711] [INFO ] [sig       ] [3224/3612] Completed TREX in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:27.905749] [INFO ] [sig       ] [3225/3612] Forecasting TRGP...
[2025-12-10T20:35:27.905777] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-10T20:35:27.905807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-10T20:35:27.917598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-10T20:35:27.917916] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-10T20:35:27.918679] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-10T20:35:27.918729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:27.918759] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:27.918796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:27.918852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:27.974057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:27.974696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:27.974772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:27.974803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:28.090514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:28.090681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:28.090718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:28.090774] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:28.094046] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-10T20:35:28.094310] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-10T20:35:28.094428] [INFO ] [sig       ] TRGP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:28.233676] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRGP.txt
[2025-12-10T20:35:28.233801] [INFO ] [sig       ] [3225/3612] Completed TRGP in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:28.233839] [INFO ] [sig       ] [3226/3612] Forecasting TRI...
[2025-12-10T20:35:28.233867] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-10T20:35:28.233896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-10T20:35:28.245342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-10T20:35:28.245652] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-10T20:35:28.246389] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-10T20:35:28.246438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:28.246469] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:28.246494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:28.246549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:28.302289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:28.302903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:28.302978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:28.303008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:28.423634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:28.423776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:28.423813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:28.423840] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:28.427111] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-10T20:35:28.427373] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-10T20:35:28.427492] [INFO ] [sig       ] TRI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:28.567510] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRI.txt
[2025-12-10T20:35:28.567649] [INFO ] [sig       ] [3226/3612] Completed TRI in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:28.567689] [INFO ] [sig       ] [3227/3612] Forecasting TRIN...
[2025-12-10T20:35:28.567734] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-10T20:35:28.567764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-10T20:35:28.579778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-10T20:35:28.580087] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-10T20:35:28.580873] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-10T20:35:28.580922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:28.580951] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:28.580977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:28.581040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:28.637534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:28.638318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:28.638396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:28.638427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:28.759340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:28.759492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:28.759531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:28.759560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:28.763309] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-10T20:35:28.763615] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-10T20:35:28.763774] [INFO ] [sig       ] TRIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:28.909340] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRIN.txt
[2025-12-10T20:35:28.909479] [INFO ] [sig       ] [3227/3612] Completed TRIN in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:28.909519] [INFO ] [sig       ] [3228/3612] Forecasting TRIP...
[2025-12-10T20:35:28.909546] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-10T20:35:28.909606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-10T20:35:28.922215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-10T20:35:28.922788] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-10T20:35:28.923633] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-10T20:35:28.923684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:28.923716] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:28.923744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:28.923799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:28.982934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:28.983715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:28.983797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:28.983830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:29.106474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:29.106640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:29.106680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:29.106708] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:29.110693] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-10T20:35:29.110969] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-10T20:35:29.111089] [INFO ] [sig       ] TRIP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:29.255268] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRIP.txt
[2025-12-10T20:35:29.255403] [INFO ] [sig       ] [3228/3612] Completed TRIP in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:29.255441] [INFO ] [sig       ] [3229/3612] Forecasting TRMB...
[2025-12-10T20:35:29.255471] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-10T20:35:29.255506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-10T20:35:29.266812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-10T20:35:29.267129] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-10T20:35:29.267979] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-10T20:35:29.268031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:29.268062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:29.268088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:29.268143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:29.327977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:29.328766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:29.328845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:29.328878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:29.457039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:29.457191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:29.457247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:29.457289] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:29.460798] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-10T20:35:29.461100] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-10T20:35:29.461231] [INFO ] [sig       ] TRMB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:29.603685] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRMB.txt
[2025-12-10T20:35:29.603808] [INFO ] [sig       ] [3229/3612] Completed TRMB in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:29.603846] [INFO ] [sig       ] [3230/3612] Forecasting TRMD...
[2025-12-10T20:35:29.603874] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-10T20:35:29.603901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-10T20:35:29.614994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-10T20:35:29.615279] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-10T20:35:29.616040] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-10T20:35:29.616093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:29.616125] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:29.616150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:29.616204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:29.672945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:29.673644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:29.673722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:29.673753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:29.790371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:29.790514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:29.790550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:29.790594] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:29.793888] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=53.71%)
[2025-12-10T20:35:29.794176] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-10T20:35:29.794302] [INFO ] [sig       ] TRMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:29.935937] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRMD.txt
[2025-12-10T20:35:29.936062] [INFO ] [sig       ] [3230/3612] Completed TRMD in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:29.936100] [INFO ] [sig       ] [3231/3612] Forecasting TRMK...
[2025-12-10T20:35:29.936129] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-10T20:35:29.936157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-10T20:35:29.947259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-10T20:35:29.947556] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-10T20:35:29.948360] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-10T20:35:29.948411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:29.948441] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:29.948467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:29.948522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:30.007524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:30.008205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:30.008478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:30.008510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:30.122464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:30.122622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:30.122662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:30.122689] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:30.126060] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-10T20:35:30.126467] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-10T20:35:30.126599] [INFO ] [sig       ] TRMK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:30.266542] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRMK.txt
[2025-12-10T20:35:30.266693] [INFO ] [sig       ] [3231/3612] Completed TRMK in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:30.266731] [INFO ] [sig       ] [3232/3612] Forecasting TRN...
[2025-12-10T20:35:30.266759] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-10T20:35:30.266787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-10T20:35:30.278838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-10T20:35:30.279136] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-10T20:35:30.279891] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-10T20:35:30.279940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:30.279971] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:30.279997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:30.280052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:30.337334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:30.338089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:30.338196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:30.338229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:30.457517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:30.457684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:30.457773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:30.457827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:30.461429] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-10T20:35:30.461799] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-10T20:35:30.461937] [INFO ] [sig       ] TRN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:30.610132] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRN.txt
[2025-12-10T20:35:30.610270] [INFO ] [sig       ] [3232/3612] Completed TRN in 0.3s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:30.610308] [INFO ] [sig       ] [3233/3612] Forecasting TRNO...
[2025-12-10T20:35:30.610338] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-10T20:35:30.610366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-10T20:35:30.622122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-10T20:35:30.622423] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-10T20:35:30.623186] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-10T20:35:30.623235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:30.623266] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:30.623291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:30.623346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:30.680946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:30.681831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:30.681914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:30.681946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:30.811899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:30.812038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:30.812077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:30.812106] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:30.816065] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-10T20:35:30.816594] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-10T20:35:30.816731] [INFO ] [sig       ] TRNO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:30.971531] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRNO.txt
[2025-12-10T20:35:30.971690] [INFO ] [sig       ] [3233/3612] Completed TRNO in 0.4s | 2.87 sym/s | Total: 18.7m | ETA: 2.2m
[2025-12-10T20:35:30.971728] [INFO ] [sig       ] [3234/3612] Forecasting TRNS...
[2025-12-10T20:35:30.971758] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-10T20:35:30.971786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-10T20:35:30.983545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-10T20:35:30.983877] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-10T20:35:30.984870] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-10T20:35:30.984932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:30.984977] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:30.985018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:30.985082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:31.044621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:31.045277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:31.045553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:31.045602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:31.166790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:31.166940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:31.166977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:31.167006] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:31.170632] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-10T20:35:31.170904] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-10T20:35:31.171027] [INFO ] [sig       ] TRNS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:31.313704] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRNS.txt
[2025-12-10T20:35:31.313829] [INFO ] [sig       ] [3234/3612] Completed TRNS in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:31.313867] [INFO ] [sig       ] [3235/3612] Forecasting TROX...
[2025-12-10T20:35:31.313896] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-10T20:35:31.313924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-10T20:35:31.325214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-10T20:35:31.325512] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-10T20:35:31.326308] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-10T20:35:31.326359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:31.326391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:31.326418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:31.326474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:31.384239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:31.385055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:31.385131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:31.385162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:31.504885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:31.504993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:31.505030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:31.505059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:31.508387] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-10T20:35:31.508866] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-10T20:35:31.508984] [INFO ] [sig       ] TROX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:31.649917] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TROX.txt
[2025-12-10T20:35:31.650046] [INFO ] [sig       ] [3235/3612] Completed TROX in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:31.650083] [INFO ] [sig       ] [3236/3612] Forecasting TRP...
[2025-12-10T20:35:31.650111] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-10T20:35:31.650139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-10T20:35:31.662150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-10T20:35:31.662642] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-10T20:35:31.663540] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-10T20:35:31.663608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:31.663640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:31.663665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:31.663730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:31.722663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:31.723279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:31.723353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:31.723384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:31.839831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:31.839985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:31.840024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:31.840051] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:31.843370] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-10T20:35:31.843655] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-10T20:35:31.843780] [INFO ] [sig       ] TRP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:31.987244] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRP.txt
[2025-12-10T20:35:31.987369] [INFO ] [sig       ] [3236/3612] Completed TRP in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:31.987406] [INFO ] [sig       ] [3237/3612] Forecasting TRS...
[2025-12-10T20:35:31.987433] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-10T20:35:31.987461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-10T20:35:31.998782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-10T20:35:31.999085] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-10T20:35:32.000044] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-10T20:35:32.000094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:32.000123] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:32.000148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:32.000207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:32.057686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:32.058340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:32.058417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:32.058447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:32.178380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:32.178524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:32.178563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:32.178610] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:32.181970] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-12-10T20:35:32.182242] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-10T20:35:32.182363] [INFO ] [sig       ] TRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:32.324876] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TRS.txt
[2025-12-10T20:35:32.325012] [INFO ] [sig       ] [3237/3612] Completed TRS in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:32.325049] [INFO ] [sig       ] [3238/3612] Forecasting TRTX...
[2025-12-10T20:35:32.325078] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-10T20:35:32.325106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-10T20:35:32.336734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-10T20:35:32.337059] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-10T20:35:32.337891] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-10T20:35:32.337954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:32.337987] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:32.338012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:32.338068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:32.397616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:32.398538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:32.398654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:32.398697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:32.529825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:32.529993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:32.530033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:32.530063] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:32.533921] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=25.56%)
[2025-12-10T20:35:32.534225] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-10T20:35:32.534359] [INFO ] [sig       ] TRTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:32.685193] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRTX.txt
[2025-12-10T20:35:32.685335] [INFO ] [sig       ] [3238/3612] Completed TRTX in 0.4s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:32.685375] [INFO ] [sig       ] [3239/3612] Forecasting TRUE...
[2025-12-10T20:35:32.685405] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-10T20:35:32.685648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-10T20:35:32.697335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-10T20:35:32.697696] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-10T20:35:32.698699] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-10T20:35:32.698749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:32.698805] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:32.698832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:32.698887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:32.764747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:32.765610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:32.765695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:32.765733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:32.894261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:32.894411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:32.894450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:32.894479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:32.897850] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-10T20:35:32.898131] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-10T20:35:32.898255] [INFO ] [sig       ] TRUE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:33.044064] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRUE.txt
[2025-12-10T20:35:33.044201] [INFO ] [sig       ] [3239/3612] Completed TRUE in 0.4s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:33.044240] [INFO ] [sig       ] [3240/3612] Forecasting TRUP...
[2025-12-10T20:35:33.044269] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-10T20:35:33.044297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-10T20:35:33.059609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-10T20:35:33.059952] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-10T20:35:33.060750] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-10T20:35:33.060802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:33.060834] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:33.060861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:33.060918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:33.122603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:33.123391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:33.123472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:33.123505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:33.250026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:33.250180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:33.250219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:33.250246] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:33.254303] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-10T20:35:33.254779] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-10T20:35:33.254901] [INFO ] [sig       ] TRUP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:33.402771] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRUP.txt
[2025-12-10T20:35:33.402925] [INFO ] [sig       ] [3240/3612] Completed TRUP in 0.4s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:33.402965] [INFO ] [sig       ] [3241/3612] Forecasting TRVG...
[2025-12-10T20:35:33.402996] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-10T20:35:33.403025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-10T20:35:33.414803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-10T20:35:33.415152] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-10T20:35:33.416175] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-10T20:35:33.416238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:33.416276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:33.416307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:33.416362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:33.488610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:33.489702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:33.489816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:33.489857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:33.622412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:33.622613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:33.622656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:33.622684] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:33.626262] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-10T20:35:33.626592] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-10T20:35:33.626734] [INFO ] [sig       ] TRVG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:33.774414] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TRVG.txt
[2025-12-10T20:35:33.774558] [INFO ] [sig       ] [3241/3612] Completed TRVG in 0.4s | 2.87 sym/s | Total: 18.8m | ETA: 2.2m
[2025-12-10T20:35:33.774617] [INFO ] [sig       ] [3242/3612] Forecasting TS...
[2025-12-10T20:35:33.774647] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-10T20:35:33.774678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-10T20:35:33.787610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-10T20:35:33.787993] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-10T20:35:33.788811] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-10T20:35:33.788862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:33.788893] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:33.788918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:33.788973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:33.847829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:33.848749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:33.848836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:33.848868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:33.971531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:33.971702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:33.971742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:33.971806] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:33.975231] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=32.68%)
[2025-12-10T20:35:33.975744] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-10T20:35:33.975878] [INFO ] [sig       ] TS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:34.123640] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TS.txt
[2025-12-10T20:35:34.123767] [INFO ] [sig       ] [3242/3612] Completed TS in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:34.123805] [INFO ] [sig       ] [3243/3612] Forecasting TSBK...
[2025-12-10T20:35:34.123833] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-10T20:35:34.123862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-10T20:35:34.136176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-10T20:35:34.136689] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-10T20:35:34.137436] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-10T20:35:34.137486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:34.137516] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:34.137541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:34.137623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:34.196535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:34.197279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:34.197359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:34.197391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:34.295838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:34.295993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:34.296034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:34.296062] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:34.299346] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-10T20:35:34.299651] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-10T20:35:34.299773] [INFO ] [sig       ] TSBK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:34.439710] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TSBK.txt
[2025-12-10T20:35:34.439839] [INFO ] [sig       ] [3243/3612] Completed TSBK in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:34.439877] [INFO ] [sig       ] [3244/3612] Forecasting TSCO...
[2025-12-10T20:35:34.439905] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-10T20:35:34.439934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-10T20:35:34.451241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-10T20:35:34.451517] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-10T20:35:34.452290] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-10T20:35:34.452340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:34.452372] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:34.452397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:34.452672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:34.511328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:34.511974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:34.512066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:34.512097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:34.629281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:34.629431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:34.629469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:34.629498] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:34.632774] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=72.42%)
[2025-12-10T20:35:34.633043] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-10T20:35:34.633167] [INFO ] [sig       ] TSCO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:34.779134] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSCO.txt
[2025-12-10T20:35:34.779260] [INFO ] [sig       ] [3244/3612] Completed TSCO in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:34.779297] [INFO ] [sig       ] [3245/3612] Forecasting TSDD...
[2025-12-10T20:35:34.779325] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-10T20:35:34.779354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-10T20:35:34.790389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-10T20:35:34.790692] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-10T20:35:34.791429] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-10T20:35:34.791479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:34.791509] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:34.791539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:34.791628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:34.849997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:34.850664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:34.850743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:34.850776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:34.973674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:34.973840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:34.973879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:34.973906] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:34.977405] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-10T20:35:34.977687] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-10T20:35:34.977828] [INFO ] [sig       ] TSDD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:35.122050] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSDD.txt
[2025-12-10T20:35:35.122178] [INFO ] [sig       ] [3245/3612] Completed TSDD in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:35.122217] [INFO ] [sig       ] [3246/3612] Forecasting TSEM...
[2025-12-10T20:35:35.122248] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-10T20:35:35.122276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-10T20:35:35.135825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-10T20:35:35.136228] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-10T20:35:35.137241] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-10T20:35:35.137326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:35.137358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:35.137384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:35.137439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:35.198727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:35.199587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:35.199672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:35.199705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:35.319560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:35.319734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:35.319771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:35.319797] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:35.323072] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-10T20:35:35.323341] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-10T20:35:35.323458] [INFO ] [sig       ] TSEM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:35.463002] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TSEM.txt
[2025-12-10T20:35:35.463125] [INFO ] [sig       ] [3246/3612] Completed TSEM in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:35.463162] [INFO ] [sig       ] [3247/3612] Forecasting TSHA...
[2025-12-10T20:35:35.463191] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-10T20:35:35.463218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-10T20:35:35.474151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-10T20:35:35.474459] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-10T20:35:35.475272] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-10T20:35:35.475324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:35.475357] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:35.475383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:35.475438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:35.531058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:35.531865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:35.531941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:35.531971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:35.649689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:35.649828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:35.649865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:35.649892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:35.653144] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-10T20:35:35.653409] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-10T20:35:35.653527] [INFO ] [sig       ] TSHA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:35.794208] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSHA.txt
[2025-12-10T20:35:35.794328] [INFO ] [sig       ] [3247/3612] Completed TSHA in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:35.794364] [INFO ] [sig       ] [3248/3612] Forecasting TSI...
[2025-12-10T20:35:35.794392] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-10T20:35:35.794420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-10T20:35:35.805049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-10T20:35:35.805367] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-10T20:35:35.806128] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-10T20:35:35.806178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:35.806209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:35.806234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:35.806290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:35.862546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:35.863374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:35.863451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:35.863482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:35.979687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:35.979821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:35.979858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:35.979886] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:35.983113] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-10T20:35:35.983380] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-10T20:35:35.983499] [INFO ] [sig       ] TSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:36.125778] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TSI.txt
[2025-12-10T20:35:36.125926] [INFO ] [sig       ] [3248/3612] Completed TSI in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:36.125965] [INFO ] [sig       ] [3249/3612] Forecasting TSL...
[2025-12-10T20:35:36.125994] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-10T20:35:36.126022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-10T20:35:36.138425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-10T20:35:36.138977] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-10T20:35:36.139946] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-10T20:35:36.139996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:36.140039] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:36.140066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:36.140125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:36.199569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:36.200380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:36.200490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:36.200531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:36.320781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:36.320938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:36.320978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:36.321007] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:36.324846] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-10T20:35:36.325130] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-10T20:35:36.325257] [INFO ] [sig       ] TSL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:36.470159] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TSL.txt
[2025-12-10T20:35:36.470288] [INFO ] [sig       ] [3249/3612] Completed TSL in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:36.470325] [INFO ] [sig       ] [3250/3612] Forecasting TSLA...
[2025-12-10T20:35:36.470355] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-10T20:35:36.470384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-10T20:35:36.481974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-10T20:35:36.482305] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-10T20:35:36.483262] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-10T20:35:36.483312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:36.483341] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:36.483366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:36.483420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:36.541539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:36.542184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:36.542260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:36.542292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:36.663524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:36.663705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:36.663744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:36.663771] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:36.667375] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-10T20:35:36.667659] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-10T20:35:36.667802] [INFO ] [sig       ] TSLA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:36.815692] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSLA.txt
[2025-12-10T20:35:36.815818] [INFO ] [sig       ] [3250/3612] Completed TSLA in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:36.815855] [INFO ] [sig       ] [3251/3612] Forecasting TSLL...
[2025-12-10T20:35:36.815884] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-10T20:35:36.815912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-10T20:35:36.826809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-10T20:35:36.827089] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-10T20:35:36.828407] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-10T20:35:36.828537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:36.828590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:36.828621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:36.828688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:36.885480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:36.886299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:36.886381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:36.886413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:37.007232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:37.007379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:37.007417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:37.007705] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:37.011247] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-10T20:35:37.011516] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-10T20:35:37.011656] [INFO ] [sig       ] TSLL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:37.149803] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSLL.txt
[2025-12-10T20:35:37.149943] [INFO ] [sig       ] [3251/3612] Completed TSLL in 0.3s | 2.87 sym/s | Total: 18.8m | ETA: 2.1m
[2025-12-10T20:35:37.149982] [INFO ] [sig       ] [3252/3612] Forecasting TSLQ...
[2025-12-10T20:35:37.150011] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-10T20:35:37.150039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-10T20:35:37.160644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-10T20:35:37.160937] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-10T20:35:37.161729] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-10T20:35:37.161781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:37.161812] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:37.161836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:37.161891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:37.223029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:37.223912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:37.223998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:37.224030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:37.344233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:37.344392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:37.344430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:37.344459] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:37.347945] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-10T20:35:37.348254] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-10T20:35:37.348385] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:37.493838] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSLQ.txt
[2025-12-10T20:35:37.494005] [INFO ] [sig       ] [3252/3612] Completed TSLQ in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:37.494051] [INFO ] [sig       ] [3253/3612] Forecasting TSLS...
[2025-12-10T20:35:37.494081] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-10T20:35:37.494110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-10T20:35:37.504711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-10T20:35:37.504997] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-10T20:35:37.505766] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-10T20:35:37.505816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:37.505847] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:37.505873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:37.505927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:37.563447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:37.564275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:37.564357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:37.564389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:37.687321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:37.687476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:37.687515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:37.687542] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:37.691012] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-10T20:35:37.691289] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-10T20:35:37.691416] [INFO ] [sig       ] TSLS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:37.840750] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TSLS.txt
[2025-12-10T20:35:37.840902] [INFO ] [sig       ] [3253/3612] Completed TSLS in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:37.840941] [INFO ] [sig       ] [3254/3612] Forecasting TSLX...
[2025-12-10T20:35:37.840972] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-10T20:35:37.841003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-10T20:35:37.852063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-10T20:35:37.852339] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-10T20:35:37.853126] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-10T20:35:37.853176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:37.853209] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:37.853236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:37.853292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:37.914682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:37.915593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:37.915681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:37.915713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:38.054225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:38.054363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:38.054404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:38.054432] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:38.057698] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-10T20:35:38.057989] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-10T20:35:38.058131] [INFO ] [sig       ] TSLX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:38.199542] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSLX.txt
[2025-12-10T20:35:38.199696] [INFO ] [sig       ] [3254/3612] Completed TSLX in 0.4s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:38.199736] [INFO ] [sig       ] [3255/3612] Forecasting TSM...
[2025-12-10T20:35:38.199767] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-10T20:35:38.199797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-10T20:35:38.211061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-10T20:35:38.211351] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-10T20:35:38.212142] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-10T20:35:38.212193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:38.212228] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:38.212265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:38.212330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:38.268332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:38.269183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:38.269262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:38.269295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:38.394969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:38.395115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:38.395153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:38.395181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:38.398999] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-10T20:35:38.399276] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-10T20:35:38.399420] [INFO ] [sig       ] TSM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:38.540680] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSM.txt
[2025-12-10T20:35:38.540859] [INFO ] [sig       ] [3255/3612] Completed TSM in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:38.540908] [INFO ] [sig       ] [3256/3612] Forecasting TSN...
[2025-12-10T20:35:38.540939] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-10T20:35:38.540974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-10T20:35:38.552982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-10T20:35:38.553289] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-10T20:35:38.554267] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-10T20:35:38.554317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:38.554375] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:38.554405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:38.554462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:38.614921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:38.615740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:38.615822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:38.615856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:38.742868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:38.743024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:38.743078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:38.743106] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:38.746392] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-10T20:35:38.746683] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-10T20:35:38.746805] [INFO ] [sig       ] TSN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:38.890066] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSN.txt
[2025-12-10T20:35:38.890195] [INFO ] [sig       ] [3256/3612] Completed TSN in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:38.890234] [INFO ] [sig       ] [3257/3612] Forecasting TSQ...
[2025-12-10T20:35:38.890263] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-10T20:35:38.890303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-10T20:35:38.900934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-10T20:35:38.901228] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-10T20:35:38.901995] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-10T20:35:38.902046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:38.902077] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:38.902102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:38.902157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:38.960165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:38.961023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:38.961102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:38.961133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:39.086186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:39.086329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:39.086367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:39.086395] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:39.089885] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=58.90%)
[2025-12-10T20:35:39.090175] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-10T20:35:39.090299] [INFO ] [sig       ] TSQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:39.233385] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TSQ.txt
[2025-12-10T20:35:39.233724] [INFO ] [sig       ] [3257/3612] Completed TSQ in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:39.233774] [INFO ] [sig       ] [3258/3612] Forecasting TTC...
[2025-12-10T20:35:39.233807] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-10T20:35:39.233837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-10T20:35:39.245024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-10T20:35:39.245335] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-10T20:35:39.246101] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-10T20:35:39.246150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:39.246181] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:39.246206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:39.246260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:39.303645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:39.304344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:39.304438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:39.304667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:39.426949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:39.427099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:39.427136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:39.427163] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:39.431062] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-10T20:35:39.431370] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-10T20:35:39.431504] [INFO ] [sig       ] TTC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:39.580941] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TTC.txt
[2025-12-10T20:35:39.581090] [INFO ] [sig       ] [3258/3612] Completed TTC in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.1m
[2025-12-10T20:35:39.581129] [INFO ] [sig       ] [3259/3612] Forecasting TTD...
[2025-12-10T20:35:39.581158] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-10T20:35:39.581189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-10T20:35:39.592468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-10T20:35:39.592809] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-10T20:35:39.593589] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-10T20:35:39.593643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:39.593676] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:39.593703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:39.593760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:39.653271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:39.654039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:39.654118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:39.654149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:39.773471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:39.773630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:39.773670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:39.773697] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:39.776978] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-10T20:35:39.777247] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-10T20:35:39.777368] [INFO ] [sig       ] TTD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:39.924215] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TTD.txt
[2025-12-10T20:35:39.924384] [INFO ] [sig       ] [3259/3612] Completed TTD in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:39.924425] [INFO ] [sig       ] [3260/3612] Forecasting TTE...
[2025-12-10T20:35:39.924456] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-10T20:35:39.924484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-10T20:35:39.937487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-10T20:35:39.938051] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-10T20:35:39.938883] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-10T20:35:39.938934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:39.938964] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:39.939002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:39.939059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:40.000136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:40.001047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:40.001134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:40.001167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:40.128495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:40.128875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:40.128919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:40.128947] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:40.132535] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-10T20:35:40.133040] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-10T20:35:40.133198] [INFO ] [sig       ] TTE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:40.285338] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TTE.txt
[2025-12-10T20:35:40.285732] [INFO ] [sig       ] [3260/3612] Completed TTE in 0.4s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:40.285788] [INFO ] [sig       ] [3261/3612] Forecasting TTEC...
[2025-12-10T20:35:40.285824] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-10T20:35:40.285861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-10T20:35:40.299152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-10T20:35:40.299532] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-10T20:35:40.300360] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-10T20:35:40.300411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:40.300442] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:40.300467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:40.300521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:40.358402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:40.359278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:40.359359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:40.359391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:40.476005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:40.476152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:40.476191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:40.476218] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:40.479627] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-12-10T20:35:40.479905] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-10T20:35:40.480028] [INFO ] [sig       ] TTEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:40.620547] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TTEC.txt
[2025-12-10T20:35:40.620700] [INFO ] [sig       ] [3261/3612] Completed TTEC in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:40.620738] [INFO ] [sig       ] [3262/3612] Forecasting TTEK...
[2025-12-10T20:35:40.620768] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-10T20:35:40.620796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-10T20:35:40.631676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-10T20:35:40.631962] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-10T20:35:40.632748] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-10T20:35:40.632798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:40.632828] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:40.632854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:40.632908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:40.689480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:40.690651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:40.690730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:40.690761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:40.819175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:40.819330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:40.819370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:40.819397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:40.822745] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-10T20:35:40.823017] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-10T20:35:40.823138] [INFO ] [sig       ] TTEK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:40.964502] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TTEK.txt
[2025-12-10T20:35:40.964655] [INFO ] [sig       ] [3262/3612] Completed TTEK in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:40.964695] [INFO ] [sig       ] [3263/3612] Forecasting TTI...
[2025-12-10T20:35:40.964725] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-10T20:35:40.964754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-10T20:35:40.976007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-10T20:35:40.976298] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-10T20:35:40.977066] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-10T20:35:40.977116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:40.977147] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:40.977173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:40.977228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:41.035670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:41.036430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:41.036715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:41.036749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:41.162371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:41.162522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:41.162560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:41.162606] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:41.165858] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-12-10T20:35:41.166124] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-10T20:35:41.166242] [INFO ] [sig       ] TTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:41.310935] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TTI.txt
[2025-12-10T20:35:41.311073] [INFO ] [sig       ] [3263/3612] Completed TTI in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:41.311111] [INFO ] [sig       ] [3264/3612] Forecasting TTMI...
[2025-12-10T20:35:41.311140] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-10T20:35:41.311177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-10T20:35:41.322913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-10T20:35:41.323215] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-10T20:35:41.323982] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-10T20:35:41.324032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:41.324062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:41.324088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:41.324142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:41.383137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:41.384096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:41.384175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:41.384205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:41.507059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:41.507212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:41.507251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:41.507278] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:41.510912] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-10T20:35:41.511209] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-10T20:35:41.511374] [INFO ] [sig       ] TTMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:41.660809] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TTMI.txt
[2025-12-10T20:35:41.660952] [INFO ] [sig       ] [3264/3612] Completed TTMI in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:41.660990] [INFO ] [sig       ] [3265/3612] Forecasting TTSH...
[2025-12-10T20:35:41.661019] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-10T20:35:41.661049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-10T20:35:41.673166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-10T20:35:41.673447] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-10T20:35:41.674223] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-10T20:35:41.674274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:41.674304] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:41.674329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:41.674384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:41.733238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:41.734072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:41.734151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:41.734182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:41.854236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:41.854393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:41.854439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:41.854472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:41.857748] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-10T20:35:41.858011] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-10T20:35:41.858128] [INFO ] [sig       ] TTSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:42.007227] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TTSH.txt
[2025-12-10T20:35:42.007454] [INFO ] [sig       ] [3265/3612] Completed TTSH in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:42.007518] [INFO ] [sig       ] [3266/3612] Forecasting TTWO...
[2025-12-10T20:35:42.007565] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-10T20:35:42.007643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-10T20:35:42.023967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-10T20:35:42.024433] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-10T20:35:42.025594] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-10T20:35:42.025662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:42.025724] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:42.025774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:42.025869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:42.084206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:42.085240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:42.085374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:42.085408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:42.203232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:42.203385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:42.203423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:42.203451] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:42.206756] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-10T20:35:42.207022] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-10T20:35:42.207141] [INFO ] [sig       ] TTWO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:42.347085] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TTWO.txt
[2025-12-10T20:35:42.347217] [INFO ] [sig       ] [3266/3612] Completed TTWO in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:42.347254] [INFO ] [sig       ] [3267/3612] Forecasting TUGN...
[2025-12-10T20:35:42.347284] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-10T20:35:42.347313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-10T20:35:42.358641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-10T20:35:42.359171] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-10T20:35:42.359946] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-10T20:35:42.359997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:42.360028] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:42.360054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:42.360109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:42.417524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:42.418159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:42.418235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:42.418266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:42.529367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:42.529531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:42.529591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:42.529869] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:42.533143] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-10T20:35:42.533411] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-10T20:35:42.533528] [INFO ] [sig       ] TUGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:42.677021] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TUGN.txt
[2025-12-10T20:35:42.677164] [INFO ] [sig       ] [3267/3612] Completed TUGN in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:42.677203] [INFO ] [sig       ] [3268/3612] Forecasting TUSK...
[2025-12-10T20:35:42.677231] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-10T20:35:42.677260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-10T20:35:42.689378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-10T20:35:42.689878] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-10T20:35:42.690800] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-10T20:35:42.690850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:42.690880] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:42.690906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:42.690961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:42.752511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:42.753295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:42.753388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:42.753421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:42.875066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:42.875219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:42.875283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:42.875312] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:42.878978] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-10T20:35:42.879258] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-10T20:35:42.879390] [INFO ] [sig       ] TUSK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:43.024727] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TUSK.txt
[2025-12-10T20:35:43.024863] [INFO ] [sig       ] [3268/3612] Completed TUSK in 0.3s | 2.87 sym/s | Total: 18.9m | ETA: 2.0m
[2025-12-10T20:35:43.024901] [INFO ] [sig       ] [3269/3612] Forecasting TVC...
[2025-12-10T20:35:43.024929] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-10T20:35:43.024958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-10T20:35:43.036485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-10T20:35:43.036855] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-10T20:35:43.037752] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-10T20:35:43.037816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:43.037860] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:43.037896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:43.037954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:43.096723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:43.097556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:43.097856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:43.097891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:43.210681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:43.210833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:43.210871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:43.210900] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:43.215177] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-10T20:35:43.215497] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-10T20:35:43.215716] [INFO ] [sig       ] TVC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:43.359712] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TVC.txt
[2025-12-10T20:35:43.359905] [INFO ] [sig       ] [3269/3612] Completed TVC in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:43.359946] [INFO ] [sig       ] [3270/3612] Forecasting TVE...
[2025-12-10T20:35:43.359974] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-10T20:35:43.360003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-10T20:35:43.371345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-10T20:35:43.371750] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-10T20:35:43.372528] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-10T20:35:43.372602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:43.372635] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:43.372661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:43.372716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:43.429159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:43.430034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:43.430121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:43.430152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:43.533162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:43.533319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:43.533357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:43.533384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:43.536881] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-10T20:35:43.537181] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-10T20:35:43.537310] [INFO ] [sig       ] TVE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:43.681522] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TVE.txt
[2025-12-10T20:35:43.681690] [INFO ] [sig       ] [3270/3612] Completed TVE in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:43.681729] [INFO ] [sig       ] [3271/3612] Forecasting TVTX...
[2025-12-10T20:35:43.681758] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-10T20:35:43.681788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-10T20:35:43.693198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-10T20:35:43.693456] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-10T20:35:43.694204] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-10T20:35:43.694257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:43.694286] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:43.694312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:43.694390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:43.750539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:43.751261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:43.751337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:43.751369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:43.868727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:43.868872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:43.868914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:43.868941] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:43.872208] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-10T20:35:43.872469] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-10T20:35:43.872606] [INFO ] [sig       ] TVTX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:44.009827] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TVTX.txt
[2025-12-10T20:35:44.009948] [INFO ] [sig       ] [3271/3612] Completed TVTX in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:44.009986] [INFO ] [sig       ] [3272/3612] Forecasting TWFG...
[2025-12-10T20:35:44.010013] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-10T20:35:44.010042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-10T20:35:44.020986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-10T20:35:44.021281] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-10T20:35:44.022063] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-10T20:35:44.022113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:44.022143] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:44.022168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:44.022223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:44.079542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:44.080408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:44.080494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:44.080526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:44.203854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:44.204004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:44.204044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:44.204073] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:44.207355] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-10T20:35:44.207655] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-10T20:35:44.207921] [INFO ] [sig       ] TWFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:44.352002] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TWFG.txt
[2025-12-10T20:35:44.352153] [INFO ] [sig       ] [3272/3612] Completed TWFG in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:44.352192] [INFO ] [sig       ] [3273/3612] Forecasting TWG...
[2025-12-10T20:35:44.352220] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-10T20:35:44.352251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-10T20:35:44.363599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-10T20:35:44.363994] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-10T20:35:44.364958] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-10T20:35:44.365034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:44.365092] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:44.365119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:44.365174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:44.423109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:44.424135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:44.424222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:44.424253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:44.540403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:44.540559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:44.540617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:44.540646] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:44.544088] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-10T20:35:44.544358] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-10T20:35:44.544478] [INFO ] [sig       ] TWG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:44.728939] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TWG.txt
[2025-12-10T20:35:44.729071] [INFO ] [sig       ] [3273/3612] Completed TWG in 0.4s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:44.729108] [INFO ] [sig       ] [3274/3612] Forecasting TWI...
[2025-12-10T20:35:44.729136] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-10T20:35:44.729165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-10T20:35:44.740433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-10T20:35:44.740697] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-10T20:35:44.741430] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-10T20:35:44.741483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:44.741514] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:44.741540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:44.741612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:44.798937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:44.799548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:44.799646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:44.799678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:44.915522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:44.915688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:44.915727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:44.915755] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:44.919425] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-10T20:35:44.919726] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-10T20:35:44.919857] [INFO ] [sig       ] TWI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:45.071433] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TWI.txt
[2025-12-10T20:35:45.071612] [INFO ] [sig       ] [3274/3612] Completed TWI in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:45.071655] [INFO ] [sig       ] [3275/3612] Forecasting TWIN...
[2025-12-10T20:35:45.071685] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-10T20:35:45.071713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-10T20:35:45.083901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-10T20:35:45.084325] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-10T20:35:45.085326] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-10T20:35:45.085380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:45.085414] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:45.085441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:45.085498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:45.147110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:45.148389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:45.148492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:45.148533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:45.274493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:45.274657] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:35:45.274698] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:45.274727] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:45.278236] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=71.82%)
[2025-12-10T20:35:45.278525] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-10T20:35:45.278672] [INFO ] [sig       ] TWIN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:45.424619] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TWIN.txt
[2025-12-10T20:35:45.424974] [INFO ] [sig       ] [3275/3612] Completed TWIN in 0.4s | 2.87 sym/s | Total: 19.0m | ETA: 2.0m
[2025-12-10T20:35:45.425012] [INFO ] [sig       ] [3276/3612] Forecasting TWLO...
[2025-12-10T20:35:45.425041] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-10T20:35:45.425069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-10T20:35:45.437118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-10T20:35:45.437468] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-10T20:35:45.438259] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-10T20:35:45.438309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:45.438339] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:45.438363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:45.438417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:45.496250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:45.497285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:45.497366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:45.497398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:45.625192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:45.625346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:45.625384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:45.625450] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:45.629192] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-10T20:35:45.629462] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-10T20:35:45.629601] [INFO ] [sig       ] TWLO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:45.773945] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TWLO.txt
[2025-12-10T20:35:45.774092] [INFO ] [sig       ] [3276/3612] Completed TWLO in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:45.774134] [INFO ] [sig       ] [3277/3612] Forecasting TWO...
[2025-12-10T20:35:45.774165] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-10T20:35:45.774196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-10T20:35:45.786227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-10T20:35:45.786496] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-10T20:35:45.787495] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-10T20:35:45.787548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:45.787600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:45.787630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:45.787687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:45.849825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:45.850644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:45.850726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:45.850759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:45.972385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:45.972534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:45.972592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:45.972625] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:45.976072] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2025-12-10T20:35:45.976353] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-10T20:35:45.976479] [INFO ] [sig       ] TWO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:46.122231] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TWO.txt
[2025-12-10T20:35:46.122380] [INFO ] [sig       ] [3277/3612] Completed TWO in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:46.122419] [INFO ] [sig       ] [3278/3612] Forecasting TX...
[2025-12-10T20:35:46.122447] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-10T20:35:46.122477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-10T20:35:46.133958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-10T20:35:46.134245] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-10T20:35:46.135196] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-10T20:35:46.135247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:46.135276] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:46.135301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:46.135356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:46.194632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:46.195437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:46.195516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:46.195547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:46.316830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:46.316968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:46.317005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:46.317033] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:46.320596] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-10T20:35:46.320877] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-10T20:35:46.320993] [INFO ] [sig       ] TX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:46.469729] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TX.txt
[2025-12-10T20:35:46.469888] [INFO ] [sig       ] [3278/3612] Completed TX in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:46.469926] [INFO ] [sig       ] [3279/3612] Forecasting TXG...
[2025-12-10T20:35:46.469954] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-10T20:35:46.469984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-10T20:35:46.481978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-10T20:35:46.482244] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-10T20:35:46.483057] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-10T20:35:46.483107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:46.483137] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:46.483162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:46.483215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:46.542599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:46.543453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:46.543533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:46.543564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:46.672337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:46.672493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:46.672532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:46.672560] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:46.676756] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-12-10T20:35:46.677073] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-10T20:35:46.677211] [INFO ] [sig       ] TXG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:46.822435] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TXG.txt
[2025-12-10T20:35:46.822603] [INFO ] [sig       ] [3279/3612] Completed TXG in 0.4s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:46.822650] [INFO ] [sig       ] [3280/3612] Forecasting TXMD...
[2025-12-10T20:35:46.822678] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-10T20:35:46.822706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-10T20:35:46.835449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-10T20:35:46.835859] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-10T20:35:46.836671] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-10T20:35:46.836722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:46.836753] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:46.836778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:46.836832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:46.898719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:46.899632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:46.899717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:46.899750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:47.025244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:47.025403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:47.025490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:47.025521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:47.029029] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-12-10T20:35:47.029379] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-10T20:35:47.029519] [INFO ] [sig       ] TXMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:47.170011] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TXMD.txt
[2025-12-10T20:35:47.170142] [INFO ] [sig       ] [3280/3612] Completed TXMD in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:47.170180] [INFO ] [sig       ] [3281/3612] Forecasting TXN...
[2025-12-10T20:35:47.170208] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-10T20:35:47.170237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-10T20:35:47.182303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-10T20:35:47.182591] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-10T20:35:47.183340] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-10T20:35:47.183391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:47.183422] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:47.183448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:47.183504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:47.240469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:47.241086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:47.241162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:47.241192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:47.361031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:47.361165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:47.361203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:47.361231] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:47.364530] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-10T20:35:47.365013] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-10T20:35:47.365137] [INFO ] [sig       ] TXN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:47.511971] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TXN.txt
[2025-12-10T20:35:47.512154] [INFO ] [sig       ] [3281/3612] Completed TXN in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:47.512196] [INFO ] [sig       ] [3282/3612] Forecasting TXO...
[2025-12-10T20:35:47.512224] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-10T20:35:47.512255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-10T20:35:47.524542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-10T20:35:47.524956] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-10T20:35:47.525801] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-10T20:35:47.525851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:47.525881] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:47.525907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:47.525961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:47.585365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:47.586276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:47.586357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:47.586388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:47.711043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:47.711191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:47.711231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:47.711260] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:47.715505] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-10T20:35:47.715850] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-10T20:35:47.715992] [INFO ] [sig       ] TXO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:47.868663] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TXO.txt
[2025-12-10T20:35:47.868809] [INFO ] [sig       ] [3282/3612] Completed TXO in 0.4s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:47.868849] [INFO ] [sig       ] [3283/3612] Forecasting TXRH...
[2025-12-10T20:35:47.868878] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-10T20:35:47.868908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-10T20:35:47.882449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-10T20:35:47.882842] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-10T20:35:47.883650] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-10T20:35:47.883701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:47.883733] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:47.883761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:47.883818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:47.946980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:47.947878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:47.947996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:47.948029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:48.076972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:48.077122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:48.077164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:48.077193] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:48.081252] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=44.22%)
[2025-12-10T20:35:48.081624] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-10T20:35:48.081768] [INFO ] [sig       ] TXRH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:48.227265] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TXRH.txt
[2025-12-10T20:35:48.227420] [INFO ] [sig       ] [3283/3612] Completed TXRH in 0.4s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:48.227461] [INFO ] [sig       ] [3284/3612] Forecasting TY...
[2025-12-10T20:35:48.227490] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-10T20:35:48.227522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-10T20:35:48.239747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-10T20:35:48.240116] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-10T20:35:48.240905] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-10T20:35:48.240955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:48.241000] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:48.241027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:48.241082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:48.304520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:48.305448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:48.305533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:48.305568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:48.427766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:48.427916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:48.427955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:48.427984] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:48.431418] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-12-10T20:35:48.431729] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-10T20:35:48.431858] [INFO ] [sig       ] TY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:48.577999] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TY.txt
[2025-12-10T20:35:48.578170] [INFO ] [sig       ] [3284/3612] Completed TY in 0.4s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:48.578210] [INFO ] [sig       ] [3285/3612] Forecasting TYG...
[2025-12-10T20:35:48.578244] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-10T20:35:48.578273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-10T20:35:48.590285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-10T20:35:48.590557] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-10T20:35:48.591328] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-10T20:35:48.591379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:48.591408] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:48.591433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:48.591487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:48.647791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:48.648383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:48.648458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:48.648493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:48.764984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:48.765131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:48.765170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:48.765196] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:48.769220] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-10T20:35:48.769694] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-10T20:35:48.769881] [INFO ] [sig       ] TYG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:48.923041] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TYG.txt
[2025-12-10T20:35:48.923218] [INFO ] [sig       ] [3285/3612] Completed TYG in 0.3s | 2.87 sym/s | Total: 19.0m | ETA: 1.9m
[2025-12-10T20:35:48.923259] [INFO ] [sig       ] [3286/3612] Forecasting TYGO...
[2025-12-10T20:35:48.923288] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-10T20:35:48.923318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-10T20:35:48.936183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-10T20:35:48.936607] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-10T20:35:48.937422] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-10T20:35:48.937474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:48.937506] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:48.937535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:48.937619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:49.001609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:49.002463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:49.002552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:49.002602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:49.126710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:49.126880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:49.126927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:49.126957] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:49.130478] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-10T20:35:49.130781] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-10T20:35:49.130916] [INFO ] [sig       ] TYGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:49.279509] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TYGO.txt
[2025-12-10T20:35:49.279714] [INFO ] [sig       ] [3286/3612] Completed TYGO in 0.4s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:49.279756] [INFO ] [sig       ] [3287/3612] Forecasting TYL...
[2025-12-10T20:35:49.279786] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-10T20:35:49.279817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-10T20:35:49.291192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-10T20:35:49.291506] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-10T20:35:49.292293] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-10T20:35:49.292345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:49.292377] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:49.292404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:49.292461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:49.351171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:49.351936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:49.352014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:49.352047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:49.479037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:49.479188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:49.479229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:49.479257] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:49.482659] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-10T20:35:49.482937] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-10T20:35:49.483061] [INFO ] [sig       ] TYL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:49.629270] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TYL.txt
[2025-12-10T20:35:49.629407] [INFO ] [sig       ] [3287/3612] Completed TYL in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:49.629444] [INFO ] [sig       ] [3288/3612] Forecasting TYRA...
[2025-12-10T20:35:49.629480] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-10T20:35:49.629510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-10T20:35:49.641448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-10T20:35:49.641774] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-10T20:35:49.642522] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-10T20:35:49.642589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:49.642622] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:49.642648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:49.642702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:49.701091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:49.701969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:49.702049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:49.702080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:49.833071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:49.833236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:49.833285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:49.833315] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:49.836966] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-12-10T20:35:49.837242] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-10T20:35:49.837361] [INFO ] [sig       ] TYRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:49.978237] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/TYRA.txt
[2025-12-10T20:35:49.978377] [INFO ] [sig       ] [3288/3612] Completed TYRA in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:49.978415] [INFO ] [sig       ] [3289/3612] Forecasting TZOO...
[2025-12-10T20:35:49.978444] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-10T20:35:49.978483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-10T20:35:49.990126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-10T20:35:49.990442] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-10T20:35:49.991258] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-10T20:35:49.991310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:49.991342] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:49.991369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:49.991430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:50.049743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:50.050658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:50.050739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:50.050770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:50.175973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:50.176120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:50.176159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:50.176187] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:50.179518] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-12-10T20:35:50.180015] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-10T20:35:50.180143] [INFO ] [sig       ] TZOO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:50.348269] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/TZOO.txt
[2025-12-10T20:35:50.348415] [INFO ] [sig       ] [3289/3612] Completed TZOO in 0.4s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:50.348454] [INFO ] [sig       ] [3290/3612] Forecasting UAA...
[2025-12-10T20:35:50.348482] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-10T20:35:50.348515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-10T20:35:50.360658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-10T20:35:50.361093] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-10T20:35:50.361979] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-10T20:35:50.362035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:50.362099] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:50.362127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:50.362184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:50.424876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:50.425771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:50.425856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:50.425889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:50.549859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:50.550018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:50.550059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:50.550088] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:50.554183] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-10T20:35:50.554500] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-10T20:35:50.554654] [INFO ] [sig       ] UAA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:50.702761] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UAA.txt
[2025-12-10T20:35:50.702915] [INFO ] [sig       ] [3290/3612] Completed UAA in 0.4s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:50.702974] [INFO ] [sig       ] [3291/3612] Forecasting UAE...
[2025-12-10T20:35:50.703006] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-10T20:35:50.703036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-10T20:35:50.715039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-10T20:35:50.715432] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-10T20:35:50.716247] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-10T20:35:50.716299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:50.716330] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:50.716356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:50.716412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:50.785031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:50.786120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:50.786225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:50.786271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:50.913250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:50.913423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:50.913467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:50.913511] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:50.917313] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-10T20:35:50.917645] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-10T20:35:50.917996] [INFO ] [sig       ] UAE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:51.064957] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UAE.txt
[2025-12-10T20:35:51.065095] [INFO ] [sig       ] [3291/3612] Completed UAE in 0.4s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:51.065133] [INFO ] [sig       ] [3292/3612] Forecasting UAL...
[2025-12-10T20:35:51.065162] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-10T20:35:51.065191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-10T20:35:51.076604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-10T20:35:51.076960] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-10T20:35:51.077868] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-10T20:35:51.077921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:51.077952] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:51.077979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:51.078036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:51.138888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:51.139746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:51.139833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:51.139866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:51.265725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:51.266063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:51.266100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:51.266127] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:51.269882] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-10T20:35:51.270174] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-10T20:35:51.270306] [INFO ] [sig       ] UAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:51.417029] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UAL.txt
[2025-12-10T20:35:51.417180] [INFO ] [sig       ] [3292/3612] Completed UAL in 0.4s | 2.87 sym/s | Total: 19.1m | ETA: 1.9m
[2025-12-10T20:35:51.417218] [INFO ] [sig       ] [3293/3612] Forecasting UBFO...
[2025-12-10T20:35:51.417246] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-10T20:35:51.417279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-10T20:35:51.429108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-10T20:35:51.429481] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-10T20:35:51.430320] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-10T20:35:51.430371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:51.430402] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:51.430429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:51.430484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:51.494790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:51.496076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:51.496168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:51.496220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:51.617353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:51.617502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:51.617539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:51.617622] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:51.621213] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-10T20:35:51.621495] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-10T20:35:51.621639] [INFO ] [sig       ] UBFO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:51.767005] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UBFO.txt
[2025-12-10T20:35:51.767154] [INFO ] [sig       ] [3293/3612] Completed UBFO in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:51.767193] [INFO ] [sig       ] [3294/3612] Forecasting UBND...
[2025-12-10T20:35:51.767221] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-10T20:35:51.767252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-10T20:35:51.779101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-10T20:35:51.779464] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-10T20:35:51.780348] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-10T20:35:51.780405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:51.780438] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:51.780466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:51.780522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:51.840680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:51.841509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:51.841618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:51.841661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:51.967396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:51.967547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:51.967602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:51.967633] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:51.971260] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-12-10T20:35:51.971529] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-10T20:35:51.971674] [INFO ] [sig       ] UBND: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:52.116488] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UBND.txt
[2025-12-10T20:35:52.116629] [INFO ] [sig       ] [3294/3612] Completed UBND in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:52.116669] [INFO ] [sig       ] [3295/3612] Forecasting UBRL...
[2025-12-10T20:35:52.116697] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-10T20:35:52.116725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-10T20:35:52.128073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-10T20:35:52.128349] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-10T20:35:52.129118] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-10T20:35:52.129167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:52.129198] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:52.129223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:52.129289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:52.188656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:52.189352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:52.189430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:52.189461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:52.314751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:52.314896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:52.314934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:52.314962] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:52.318247] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-10T20:35:52.318508] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-10T20:35:52.318644] [INFO ] [sig       ] UBRL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:52.460713] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UBRL.txt
[2025-12-10T20:35:52.460841] [INFO ] [sig       ] [3295/3612] Completed UBRL in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:52.460879] [INFO ] [sig       ] [3296/3612] Forecasting UBS...
[2025-12-10T20:35:52.460908] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-10T20:35:52.460938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-10T20:35:52.472225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-10T20:35:52.472512] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-10T20:35:52.473285] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-10T20:35:52.473334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:52.473366] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:52.473392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:52.473446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:52.533267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:52.533979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:52.534057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:52.534087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:52.660597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:52.660919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:52.660957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:52.660983] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:52.664514] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-10T20:35:52.664800] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-10T20:35:52.664920] [INFO ] [sig       ] UBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:52.812870] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UBS.txt
[2025-12-10T20:35:52.813000] [INFO ] [sig       ] [3296/3612] Completed UBS in 0.4s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:52.813038] [INFO ] [sig       ] [3297/3612] Forecasting UBSI...
[2025-12-10T20:35:52.813067] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-10T20:35:52.813094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-10T20:35:52.825209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-10T20:35:52.825510] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-10T20:35:52.826469] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-10T20:35:52.826529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:52.826560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:52.826621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:52.826690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:52.889329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:52.890202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:52.890284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:52.890316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:53.011842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:53.011985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:53.012023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:53.012050] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:53.015849] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-10T20:35:53.016110] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-10T20:35:53.016231] [INFO ] [sig       ] UBSI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:53.162168] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UBSI.txt
[2025-12-10T20:35:53.162308] [INFO ] [sig       ] [3297/3612] Completed UBSI in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:53.162348] [INFO ] [sig       ] [3298/3612] Forecasting UDMY...
[2025-12-10T20:35:53.162377] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-10T20:35:53.162405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-10T20:35:53.174218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-10T20:35:53.174533] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-10T20:35:53.175303] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-10T20:35:53.175352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:53.175383] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:53.175409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:53.175463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:53.235429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:53.236203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:53.236283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:53.236314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:53.356832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:53.356992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:53.357031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:53.357059] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:53.360721] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-10T20:35:53.360982] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-10T20:35:53.361109] [INFO ] [sig       ] UDMY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:53.504011] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UDMY.txt
[2025-12-10T20:35:53.504137] [INFO ] [sig       ] [3298/3612] Completed UDMY in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:53.504175] [INFO ] [sig       ] [3299/3612] Forecasting UE...
[2025-12-10T20:35:53.504204] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-10T20:35:53.504232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-10T20:35:53.515730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-10T20:35:53.516042] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-10T20:35:53.516822] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-10T20:35:53.516872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:53.516904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:53.516931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:53.516987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:53.573775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:53.574413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:53.574490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:53.574520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:53.689702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:53.689844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:53.689882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:53.689910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:53.693360] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-10T20:35:53.693648] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-10T20:35:53.693771] [INFO ] [sig       ] UE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:53.833188] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UE.txt
[2025-12-10T20:35:53.833321] [INFO ] [sig       ] [3299/3612] Completed UE in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:53.833358] [INFO ] [sig       ] [3300/3612] Forecasting UEIC...
[2025-12-10T20:35:53.833387] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-10T20:35:53.833415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-10T20:35:53.844224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-10T20:35:53.844529] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-10T20:35:53.845319] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-10T20:35:53.845370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:53.845402] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:53.845429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:53.845485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:53.903452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:53.904345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:53.904479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:53.904519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:54.030647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:54.030795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:54.030834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:54.030862] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:54.034201] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-10T20:35:54.034483] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-10T20:35:54.034623] [INFO ] [sig       ] UEIC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:54.175168] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UEIC.txt
[2025-12-10T20:35:54.175326] [INFO ] [sig       ] [3300/3612] Completed UEIC in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:54.175365] [INFO ] [sig       ] [3301/3612] Forecasting UFCS...
[2025-12-10T20:35:54.175394] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-10T20:35:54.175423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-10T20:35:54.188373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-10T20:35:54.188711] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-10T20:35:54.189493] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-10T20:35:54.189544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:54.189597] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:54.189633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:54.189691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:54.248105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:54.248982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:54.249065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:54.249098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:54.374589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:54.374745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:54.374785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:54.374812] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:54.378319] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-10T20:35:54.378640] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-10T20:35:54.378767] [INFO ] [sig       ] UFCS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:54.524757] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UFCS.txt
[2025-12-10T20:35:54.524905] [INFO ] [sig       ] [3301/3612] Completed UFCS in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:54.524944] [INFO ] [sig       ] [3302/3612] Forecasting UFI...
[2025-12-10T20:35:54.524972] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-10T20:35:54.525000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-10T20:35:54.535973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-10T20:35:54.536297] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-10T20:35:54.537150] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-10T20:35:54.537201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:54.537234] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:54.537260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:54.537316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:54.595281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:54.596036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:54.596114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:54.596146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:54.715865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:54.716012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:54.716049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:54.716076] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:54.719419] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-10T20:35:54.719775] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-10T20:35:54.719913] [INFO ] [sig       ] UFI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:54.860145] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UFI.txt
[2025-12-10T20:35:54.860304] [INFO ] [sig       ] [3302/3612] Completed UFI in 0.3s | 2.87 sym/s | Total: 19.1m | ETA: 1.8m
[2025-12-10T20:35:54.860342] [INFO ] [sig       ] [3303/3612] Forecasting UFO...
[2025-12-10T20:35:54.860371] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-10T20:35:54.860399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-10T20:35:54.872099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-10T20:35:54.872393] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-10T20:35:54.873165] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-10T20:35:54.873214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:54.873245] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:54.873270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:54.873323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:54.929795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:54.930650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:54.930742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:54.930773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:55.049590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:55.049745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:55.049784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:55.049813] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:55.053094] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-12-10T20:35:55.053358] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-10T20:35:55.053475] [INFO ] [sig       ] UFO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:55.196169] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UFO.txt
[2025-12-10T20:35:55.196322] [INFO ] [sig       ] [3303/3612] Completed UFO in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:55.196360] [INFO ] [sig       ] [3304/3612] Forecasting UFPI...
[2025-12-10T20:35:55.196389] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-10T20:35:55.196417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-10T20:35:55.211422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-10T20:35:55.211887] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-10T20:35:55.212955] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-10T20:35:55.213018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:55.213062] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:55.213102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:55.213182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:55.276190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:55.277033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:55.277113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:55.277145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:55.396215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:55.396387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:55.396426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:55.396455] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:55.399875] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2025-12-10T20:35:55.400149] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-10T20:35:55.400272] [INFO ] [sig       ] UFPI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:55.548196] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UFPI.txt
[2025-12-10T20:35:55.548354] [INFO ] [sig       ] [3304/3612] Completed UFPI in 0.4s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:55.548394] [INFO ] [sig       ] [3305/3612] Forecasting UGI...
[2025-12-10T20:35:55.548425] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-10T20:35:55.548455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-10T20:35:55.559879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-10T20:35:55.560233] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-10T20:35:55.561223] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-10T20:35:55.561276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:55.561308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:55.561337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:55.561394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:55.622242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:55.623256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:55.623344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:55.623377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:55.747981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:55.748132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:55.748172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:55.748201] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:55.751558] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-10T20:35:55.751852] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-10T20:35:55.751975] [INFO ] [sig       ] UGI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:55.898757] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UGI.txt
[2025-12-10T20:35:55.898901] [INFO ] [sig       ] [3305/3612] Completed UGI in 0.4s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:55.898939] [INFO ] [sig       ] [3306/3612] Forecasting UGP...
[2025-12-10T20:35:55.898968] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-10T20:35:55.898996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-10T20:35:55.910994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-10T20:35:55.911304] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-10T20:35:55.912074] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-10T20:35:55.912124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:55.912155] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:55.912180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:55.912235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:55.970356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:55.971222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:55.971309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:55.971340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:56.094490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:56.094661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:56.094701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:56.094730] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:56.098028] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-10T20:35:56.098324] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-10T20:35:56.098452] [INFO ] [sig       ] UGP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:56.245213] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UGP.txt
[2025-12-10T20:35:56.245376] [INFO ] [sig       ] [3306/3612] Completed UGP in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:56.245417] [INFO ] [sig       ] [3307/3612] Forecasting UHAL...
[2025-12-10T20:35:56.245448] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-10T20:35:56.245478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-10T20:35:56.258114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-10T20:35:56.258568] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-10T20:35:56.259647] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-10T20:35:56.259707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:56.259780] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:56.259815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:56.259895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:56.323948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:56.324880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:56.324971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:56.325186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:56.453415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:56.453603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:56.453651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:56.453680] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:56.457641] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-10T20:35:56.458173] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-10T20:35:56.458308] [INFO ] [sig       ] UHAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:56.609970] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UHAL.txt
[2025-12-10T20:35:56.610135] [INFO ] [sig       ] [3307/3612] Completed UHAL in 0.4s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:56.610184] [INFO ] [sig       ] [3308/3612] Forecasting UHG...
[2025-12-10T20:35:56.610216] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-10T20:35:56.610245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-10T20:35:56.622066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-10T20:35:56.622375] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-10T20:35:56.623307] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-10T20:35:56.623358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:56.623399] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:56.623425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:56.623480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:56.679783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:56.680360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:56.680434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:56.680465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:56.799717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:56.799847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:56.799884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:56.799912] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:56.803316] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-10T20:35:56.803598] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-10T20:35:56.803721] [INFO ] [sig       ] UHG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:56.942532] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UHG.txt
[2025-12-10T20:35:56.942660] [INFO ] [sig       ] [3308/3612] Completed UHG in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:56.942698] [INFO ] [sig       ] [3309/3612] Forecasting UHS...
[2025-12-10T20:35:56.942726] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-10T20:35:56.942754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-10T20:35:56.953908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-10T20:35:56.954162] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-10T20:35:56.954917] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-10T20:35:56.954966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:56.954997] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:56.955023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:56.955076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:57.011251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:57.011876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:57.011951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:57.011983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:57.128518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:57.128654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:57.128690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:57.128717] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:57.132358] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-10T20:35:57.132636] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-10T20:35:57.132754] [INFO ] [sig       ] UHS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:57.271704] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UHS.txt
[2025-12-10T20:35:57.271811] [INFO ] [sig       ] [3309/3612] Completed UHS in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:57.271848] [INFO ] [sig       ] [3310/3612] Forecasting UI...
[2025-12-10T20:35:57.271877] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-10T20:35:57.271906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-10T20:35:57.284922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-10T20:35:57.285351] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-10T20:35:57.286199] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-10T20:35:57.286251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:57.286283] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:57.286310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:57.286366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:57.349550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:57.350527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:57.350636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:57.350672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:57.473101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:57.473261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:57.473300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:57.473327] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:57.476989] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-10T20:35:57.477291] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-10T20:35:57.477424] [INFO ] [sig       ] UI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:57.617222] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UI.txt
[2025-12-10T20:35:57.617356] [INFO ] [sig       ] [3310/3612] Completed UI in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.8m
[2025-12-10T20:35:57.617394] [INFO ] [sig       ] [3311/3612] Forecasting UIS...
[2025-12-10T20:35:57.617422] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-10T20:35:57.617451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-10T20:35:57.628709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-10T20:35:57.629017] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-10T20:35:57.629785] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-10T20:35:57.629834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:57.629865] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:57.629890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:57.629944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:57.687799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:57.688519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:57.688617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:57.688649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:57.815699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:57.815845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:57.815883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:57.815910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:57.819495] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-10T20:35:57.819780] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-10T20:35:57.819909] [INFO ] [sig       ] UIS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:57.968006] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UIS.txt
[2025-12-10T20:35:57.968145] [INFO ] [sig       ] [3311/3612] Completed UIS in 0.4s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:35:57.968183] [INFO ] [sig       ] [3312/3612] Forecasting UITB...
[2025-12-10T20:35:57.968224] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-10T20:35:57.968255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-10T20:35:57.981308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-10T20:35:57.981648] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-10T20:35:57.982592] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-10T20:35:57.982642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:57.982672] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:57.982697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:57.982751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:58.039849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:58.040722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:58.040809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:58.040840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:58.161337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:58.161493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:58.161533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:58.161561] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:58.165166] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-10T20:35:58.165484] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-10T20:35:58.165634] [INFO ] [sig       ] UITB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:58.306799] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UITB.txt
[2025-12-10T20:35:58.306943] [INFO ] [sig       ] [3312/3612] Completed UITB in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:35:58.306982] [INFO ] [sig       ] [3313/3612] Forecasting UL...
[2025-12-10T20:35:58.307011] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-10T20:35:58.307039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-10T20:35:58.319508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-10T20:35:58.319809] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-10T20:35:58.320592] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-10T20:35:58.320642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:58.320672] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:58.320697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:58.320762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:58.379645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:58.380401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:58.380484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:58.380517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:58.509905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:58.510252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:58.510292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:58.510319] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:58.514278] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-10T20:35:58.514555] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-10T20:35:58.514701] [INFO ] [sig       ] UL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:58.659142] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UL.txt
[2025-12-10T20:35:58.659263] [INFO ] [sig       ] [3313/3612] Completed UL in 0.4s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:35:58.659301] [INFO ] [sig       ] [3314/3612] Forecasting ULBI...
[2025-12-10T20:35:58.659330] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-10T20:35:58.659358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-10T20:35:58.671296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-10T20:35:58.671811] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-10T20:35:58.673121] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-10T20:35:58.673188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:58.673234] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:58.673274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:58.673356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:58.734230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:58.735103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:58.735189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:58.735221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:58.855470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:58.855640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:58.855679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:58.855707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:58.858993] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-10T20:35:58.859261] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-10T20:35:58.859382] [INFO ] [sig       ] ULBI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:58.998149] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ULBI.txt
[2025-12-10T20:35:58.998270] [INFO ] [sig       ] [3314/3612] Completed ULBI in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:35:58.998307] [INFO ] [sig       ] [3315/3612] Forecasting ULCC...
[2025-12-10T20:35:58.998334] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-10T20:35:58.998362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-10T20:35:59.009448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-10T20:35:59.009775] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-10T20:35:59.010518] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-10T20:35:59.010568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:59.010620] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:59.010646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:59.010701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:59.068570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:59.069239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:59.069315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:59.069346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:59.192231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:59.192383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:59.192421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:59.192472] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:59.196007] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-10T20:35:59.196294] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-10T20:35:59.196419] [INFO ] [sig       ] ULCC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:35:59.335832] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ULCC.txt
[2025-12-10T20:35:59.336007] [INFO ] [sig       ] [3315/3612] Completed ULCC in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:35:59.336051] [INFO ] [sig       ] [3316/3612] Forecasting ULH...
[2025-12-10T20:35:59.336086] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-10T20:35:59.336127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-10T20:35:59.347352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-10T20:35:59.347673] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-10T20:35:59.348447] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-10T20:35:59.348496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:59.348526] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:59.348552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:59.348629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:59.406954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:59.407699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:59.407807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:59.407841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:59.532236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:59.532381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:59.532418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:59.532446] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:59.535924] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-10T20:35:59.536189] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-10T20:35:59.536305] [INFO ] [sig       ] ULH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:35:59.676200] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ULH.txt
[2025-12-10T20:35:59.676328] [INFO ] [sig       ] [3316/3612] Completed ULH in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:35:59.676366] [INFO ] [sig       ] [3317/3612] Forecasting ULTA...
[2025-12-10T20:35:59.676393] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-10T20:35:59.676421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-10T20:35:59.687807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-10T20:35:59.688145] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-10T20:35:59.688947] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-10T20:35:59.688999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:35:59.689031] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:35:59.689058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:35:59.689115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:35:59.748090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:35:59.748920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:35:59.749002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:35:59.749052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:35:59.870603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:35:59.870748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:35:59.870788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:35:59.870827] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:35:59.874366] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-10T20:35:59.874679] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-10T20:35:59.874821] [INFO ] [sig       ] ULTA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:00.025940] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ULTA.txt
[2025-12-10T20:36:00.026116] [INFO ] [sig       ] [3317/3612] Completed ULTA in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:36:00.026158] [INFO ] [sig       ] [3318/3612] Forecasting ULY...
[2025-12-10T20:36:00.026189] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-10T20:36:00.026217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-10T20:36:00.039637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-10T20:36:00.040020] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-10T20:36:00.040886] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-10T20:36:00.040938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:00.040970] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:00.040995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:00.041050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:00.106408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:00.107317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:00.107397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:00.107429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:00.222168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:00.222319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:00.222356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:00.222384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:00.225858] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-10T20:36:00.226139] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-10T20:36:00.226262] [INFO ] [sig       ] ULY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:00.377696] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ULY.txt
[2025-12-10T20:36:00.377836] [INFO ] [sig       ] [3318/3612] Completed ULY in 0.4s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:36:00.377875] [INFO ] [sig       ] [3319/3612] Forecasting UMBF...
[2025-12-10T20:36:00.377903] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-10T20:36:00.377932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-10T20:36:00.389224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-10T20:36:00.389512] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-10T20:36:00.390277] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-10T20:36:00.390327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:00.390358] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:00.390395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:00.390455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:00.446916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:00.447712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:00.447807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:00.447839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:00.566385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:00.566525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:00.566563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:00.566607] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:00.569858] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-10T20:36:00.570121] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-10T20:36:00.570245] [INFO ] [sig       ] UMBF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:00.711031] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UMBF.txt
[2025-12-10T20:36:00.711157] [INFO ] [sig       ] [3319/3612] Completed UMBF in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:36:00.711195] [INFO ] [sig       ] [3320/3612] Forecasting UMC...
[2025-12-10T20:36:00.711224] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-10T20:36:00.711252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-10T20:36:00.722850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-10T20:36:00.723138] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-10T20:36:00.723897] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-10T20:36:00.723946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:00.723977] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:00.724002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:00.724245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:00.780101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:00.780718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:00.780794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:00.780825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:00.903551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:00.903690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:00.903731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:00.903757] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:00.907058] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-10T20:36:00.907320] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-10T20:36:00.907436] [INFO ] [sig       ] UMC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:01.048660] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UMC.txt
[2025-12-10T20:36:01.048786] [INFO ] [sig       ] [3320/3612] Completed UMC in 0.3s | 2.87 sym/s | Total: 19.2m | ETA: 1.7m
[2025-12-10T20:36:01.048851] [INFO ] [sig       ] [3321/3612] Forecasting UMH...
[2025-12-10T20:36:01.048880] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-10T20:36:01.048909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-10T20:36:01.060989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-10T20:36:01.061404] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-10T20:36:01.062235] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-10T20:36:01.062287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:01.062319] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:01.062345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:01.062401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:01.121557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:01.122494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:01.122597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:01.122631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:01.244676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:01.244817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:01.244854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:01.244881] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:01.248149] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-10T20:36:01.248417] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-10T20:36:01.248537] [INFO ] [sig       ] UMH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:01.386163] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UMH.txt
[2025-12-10T20:36:01.386285] [INFO ] [sig       ] [3321/3612] Completed UMH in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:01.386322] [INFO ] [sig       ] [3322/3612] Forecasting UMMA...
[2025-12-10T20:36:01.386351] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-10T20:36:01.386379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-10T20:36:01.398013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-10T20:36:01.398342] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-10T20:36:01.399106] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-10T20:36:01.399155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:01.399185] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:01.399211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:01.399265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:01.455299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:01.456078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:01.456155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:01.456187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:01.570348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:01.570494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:01.570531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:01.570558] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:01.573793] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-10T20:36:01.574064] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-10T20:36:01.574185] [INFO ] [sig       ] UMMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:01.715855] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UMMA.txt
[2025-12-10T20:36:01.715983] [INFO ] [sig       ] [3322/3612] Completed UMMA in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:01.716022] [INFO ] [sig       ] [3323/3612] Forecasting UNCY...
[2025-12-10T20:36:01.716049] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-10T20:36:01.716085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-10T20:36:01.730410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-10T20:36:01.730751] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-10T20:36:01.731538] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-10T20:36:01.731607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:01.731640] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:01.731666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:01.731723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:01.793162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:01.794104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:01.794206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:01.794240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:01.911656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:01.911806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:01.911842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:01.911869] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:01.915687] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-12-10T20:36:01.915979] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-10T20:36:01.916098] [INFO ] [sig       ] UNCY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:02.058794] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UNCY.txt
[2025-12-10T20:36:02.058947] [INFO ] [sig       ] [3323/3612] Completed UNCY in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:02.058984] [INFO ] [sig       ] [3324/3612] Forecasting UNF...
[2025-12-10T20:36:02.059012] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-10T20:36:02.059043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-10T20:36:02.070698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-10T20:36:02.071020] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-10T20:36:02.071846] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-10T20:36:02.071900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:02.071931] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:02.071987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:02.072045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:02.130558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:02.131379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:02.131460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:02.131493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:02.252086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:02.252232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:02.252272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:02.252298] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:02.255926] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2025-12-10T20:36:02.256191] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-10T20:36:02.256311] [INFO ] [sig       ] UNF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:02.403910] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UNF.txt
[2025-12-10T20:36:02.404059] [INFO ] [sig       ] [3324/3612] Completed UNF in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:02.404098] [INFO ] [sig       ] [3325/3612] Forecasting UNFI...
[2025-12-10T20:36:02.404129] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-10T20:36:02.404159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-10T20:36:02.415762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-10T20:36:02.416070] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-10T20:36:02.416902] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-10T20:36:02.416953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:02.416983] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:02.417007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:02.417060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:02.476284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:02.477122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:02.477204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:02.477236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:02.614880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:02.615232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:02.615272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:02.615301] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:02.618943] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-10T20:36:02.619283] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-10T20:36:02.619419] [INFO ] [sig       ] UNFI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:02.767205] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UNFI.txt
[2025-12-10T20:36:02.767343] [INFO ] [sig       ] [3325/3612] Completed UNFI in 0.4s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:02.767383] [INFO ] [sig       ] [3326/3612] Forecasting UNH...
[2025-12-10T20:36:02.767413] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-10T20:36:02.767441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-10T20:36:02.779036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-10T20:36:02.779356] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-10T20:36:02.780120] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-10T20:36:02.780170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:02.780200] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:02.780226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:02.780281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:02.839413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:02.840180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:02.840259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:02.840292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:02.962491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:02.962661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:02.962707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:02.962741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:02.966245] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2025-12-10T20:36:02.966563] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-10T20:36:02.966736] [INFO ] [sig       ] UNH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:03.107416] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UNH.txt
[2025-12-10T20:36:03.107596] [INFO ] [sig       ] [3326/3612] Completed UNH in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:03.107636] [INFO ] [sig       ] [3327/3612] Forecasting UNM...
[2025-12-10T20:36:03.107665] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-10T20:36:03.107694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-10T20:36:03.119909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-10T20:36:03.120294] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-10T20:36:03.121088] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-10T20:36:03.121139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:03.121168] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:03.121194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:03.121247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:03.178568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:03.179432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:03.179514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:03.179546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:03.304711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:03.304899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:03.304944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:03.304974] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:03.308633] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-10T20:36:03.308924] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-10T20:36:03.309047] [INFO ] [sig       ] UNM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:03.465626] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UNM.txt
[2025-12-10T20:36:03.465790] [INFO ] [sig       ] [3327/3612] Completed UNM in 0.4s | 2.87 sym/s | Total: 19.3m | ETA: 1.7m
[2025-12-10T20:36:03.465830] [INFO ] [sig       ] [3328/3612] Forecasting UNMA...
[2025-12-10T20:36:03.465860] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-10T20:36:03.465890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-10T20:36:03.478414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-10T20:36:03.478836] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-10T20:36:03.479874] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-10T20:36:03.479923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:03.479954] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:03.479980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:03.480034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:03.540834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:03.541788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:03.541876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:03.541908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:03.659332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:03.659545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:03.659634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:03.659684] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:03.664925] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-10T20:36:03.665412] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-10T20:36:03.665633] [INFO ] [sig       ] UNMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:03.859537] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UNMA.txt
[2025-12-10T20:36:03.859734] [INFO ] [sig       ] [3328/3612] Completed UNMA in 0.4s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:03.859799] [INFO ] [sig       ] [3329/3612] Forecasting UNP...
[2025-12-10T20:36:03.859838] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-10T20:36:03.859867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-10T20:36:03.878537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-10T20:36:03.879064] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-10T20:36:03.880253] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-10T20:36:03.880323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:03.880373] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:03.880414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:03.880502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:03.955633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:03.956722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:03.956846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:03.956890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:04.130232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:04.130455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:04.130510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:04.130549] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:04.135963] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-10T20:36:04.136430] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-10T20:36:04.136632] [INFO ] [sig       ] UNP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:04.335433] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UNP.txt
[2025-12-10T20:36:04.335737] [INFO ] [sig       ] [3329/3612] Completed UNP in 0.5s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:04.335793] [INFO ] [sig       ] [3330/3612] Forecasting UNTY...
[2025-12-10T20:36:04.335831] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-10T20:36:04.335866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-10T20:36:04.354921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-10T20:36:04.355450] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-10T20:36:04.356684] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-10T20:36:04.356754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:04.356806] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:04.356851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:04.356938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:04.444482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:04.445596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:04.445703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:04.445745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:04.616800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:04.616991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:04.617050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:04.617089] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:04.622269] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-12-10T20:36:04.622727] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-10T20:36:04.622916] [INFO ] [sig       ] UNTY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:04.785013] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UNTY.txt
[2025-12-10T20:36:04.785168] [INFO ] [sig       ] [3330/3612] Completed UNTY in 0.4s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:04.785208] [INFO ] [sig       ] [3331/3612] Forecasting UONE...
[2025-12-10T20:36:04.785237] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-10T20:36:04.785265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-10T20:36:04.798916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-10T20:36:04.799294] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-10T20:36:04.800117] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-10T20:36:04.800168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:04.800201] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:04.800228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:04.800284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:04.860140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:04.861067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:04.861157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:04.861192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:04.971096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:04.971252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:04.971293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:04.971324] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:04.974989] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-12-10T20:36:04.975290] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-10T20:36:04.975423] [INFO ] [sig       ] UONE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:05.129216] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UONE.txt
[2025-12-10T20:36:05.129376] [INFO ] [sig       ] [3331/3612] Completed UONE in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:05.129419] [INFO ] [sig       ] [3332/3612] Forecasting UPBD...
[2025-12-10T20:36:05.129450] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-10T20:36:05.129481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-10T20:36:05.141901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-10T20:36:05.142502] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-10T20:36:05.143615] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-10T20:36:05.143682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:05.143716] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:05.143743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:05.143799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:05.205657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:05.206546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:05.206660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:05.206695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:05.333246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:05.333406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:05.333446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:05.333475] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:05.337539] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2025-12-10T20:36:05.337882] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-10T20:36:05.338018] [INFO ] [sig       ] UPBD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:05.494254] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UPBD.txt
[2025-12-10T20:36:05.494402] [INFO ] [sig       ] [3332/3612] Completed UPBD in 0.4s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:05.494440] [INFO ] [sig       ] [3333/3612] Forecasting UPC...
[2025-12-10T20:36:05.494469] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-10T20:36:05.494498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-10T20:36:05.506463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-10T20:36:05.506843] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-10T20:36:05.507830] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-10T20:36:05.507880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:05.507910] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:05.507935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:05.507989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:05.567811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:05.568865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:05.568957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:05.568997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:05.686597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:05.686760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:05.686797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:05.686825] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:05.690207] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-10T20:36:05.690544] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-10T20:36:05.690718] [INFO ] [sig       ] UPC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:05.835675] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UPC.txt
[2025-12-10T20:36:05.835828] [INFO ] [sig       ] [3333/3612] Completed UPC in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:05.835867] [INFO ] [sig       ] [3334/3612] Forecasting UPLD...
[2025-12-10T20:36:05.835901] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-10T20:36:05.835936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-10T20:36:05.847925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-10T20:36:05.848196] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-10T20:36:05.848973] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-10T20:36:05.849034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:05.849070] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:05.849098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:05.849154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:05.907042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:05.907870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:05.907973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:05.908006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:06.028966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:06.029115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:06.029153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:06.029180] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:06.032432] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-10T20:36:06.032716] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-10T20:36:06.032838] [INFO ] [sig       ] UPLD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:06.174847] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UPLD.txt
[2025-12-10T20:36:06.174972] [INFO ] [sig       ] [3334/3612] Completed UPLD in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:06.175010] [INFO ] [sig       ] [3335/3612] Forecasting UPS...
[2025-12-10T20:36:06.175039] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-10T20:36:06.175067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-10T20:36:06.186768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-10T20:36:06.187057] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-10T20:36:06.188056] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-10T20:36:06.188106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:06.188138] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:06.188164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:06.188219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:06.247289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:06.248117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:06.248200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:06.248232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:06.377175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:06.377330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:06.377369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:06.377397] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:06.381205] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-10T20:36:06.381566] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-10T20:36:06.381733] [INFO ] [sig       ] UPS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:06.532428] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UPS.txt
[2025-12-10T20:36:06.532586] [INFO ] [sig       ] [3335/3612] Completed UPS in 0.4s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:06.532645] [INFO ] [sig       ] [3336/3612] Forecasting UPWK...
[2025-12-10T20:36:06.532679] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-10T20:36:06.532708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-10T20:36:06.544731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-10T20:36:06.545042] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-10T20:36:06.545868] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-10T20:36:06.545922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:06.545957] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:06.545985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:06.546042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:06.605098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:06.605792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:06.605871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:06.605905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:06.727278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:06.727418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:06.727455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:06.727481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:06.730766] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=55.63%)
[2025-12-10T20:36:06.731033] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-10T20:36:06.731152] [INFO ] [sig       ] UPWK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:06.873236] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UPWK.txt
[2025-12-10T20:36:06.873380] [INFO ] [sig       ] [3336/3612] Completed UPWK in 0.3s | 2.87 sym/s | Total: 19.3m | ETA: 1.6m
[2025-12-10T20:36:06.873421] [INFO ] [sig       ] [3337/3612] Forecasting UPXI...
[2025-12-10T20:36:06.873453] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-10T20:36:06.873482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-10T20:36:06.885265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-10T20:36:06.885549] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-10T20:36:06.886316] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-10T20:36:06.886365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:06.886395] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:06.886421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:06.886475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:06.945621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:06.946219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:06.946296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:06.946328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:07.068553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:07.068710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:07.068749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:07.068777] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:07.072281] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-10T20:36:07.072558] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-10T20:36:07.072722] [INFO ] [sig       ] UPXI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:07.218395] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UPXI.txt
[2025-12-10T20:36:07.218548] [INFO ] [sig       ] [3337/3612] Completed UPXI in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:07.218604] [INFO ] [sig       ] [3338/3612] Forecasting URBN...
[2025-12-10T20:36:07.218635] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-10T20:36:07.218663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-10T20:36:07.229635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-10T20:36:07.229929] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-10T20:36:07.230724] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-10T20:36:07.230774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:07.230805] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:07.230831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:07.230886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:07.288448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:07.289111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:07.289188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:07.289221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:07.421963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:07.422116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:07.422154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:07.422181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:07.425706] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=40.44%)
[2025-12-10T20:36:07.425994] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-10T20:36:07.426121] [INFO ] [sig       ] URBN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:07.570231] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/URBN.txt
[2025-12-10T20:36:07.570380] [INFO ] [sig       ] [3338/3612] Completed URBN in 0.4s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:07.570417] [INFO ] [sig       ] [3339/3612] Forecasting URGN...
[2025-12-10T20:36:07.570447] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-10T20:36:07.570476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-10T20:36:07.582773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-10T20:36:07.583100] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-10T20:36:07.584089] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-10T20:36:07.584140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:07.584172] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:07.584199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:07.584256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:07.643427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:07.644478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:07.644568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:07.644623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:07.766238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:07.766386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:07.766449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:07.766479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:07.769854] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-10T20:36:07.770125] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-10T20:36:07.770247] [INFO ] [sig       ] URGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:07.915162] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/URGN.txt
[2025-12-10T20:36:07.915292] [INFO ] [sig       ] [3339/3612] Completed URGN in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:07.915331] [INFO ] [sig       ] [3340/3612] Forecasting URI...
[2025-12-10T20:36:07.915359] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-10T20:36:07.915387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-10T20:36:07.928142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-10T20:36:07.928428] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-10T20:36:07.929267] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-10T20:36:07.929319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:07.929351] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:07.929378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:07.929434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:07.988799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:07.989472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:07.989550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:07.989600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:08.116376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:08.116547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:08.116617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:08.116657] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:08.120471] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-10T20:36:08.120779] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-10T20:36:08.120913] [INFO ] [sig       ] URI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:08.261476] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/URI.txt
[2025-12-10T20:36:08.261616] [INFO ] [sig       ] [3340/3612] Completed URI in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:08.261656] [INFO ] [sig       ] [3341/3612] Forecasting URNJ...
[2025-12-10T20:36:08.261684] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-10T20:36:08.261713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-10T20:36:08.273031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-10T20:36:08.273314] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-10T20:36:08.274083] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-10T20:36:08.274133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:08.274190] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:08.274216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:08.274271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:08.333952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:08.334767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:08.334848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:08.334886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:08.461445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:08.461603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:08.461644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:08.461672] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:08.465602] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-10T20:36:08.465872] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-10T20:36:08.465994] [INFO ] [sig       ] URNJ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:08.607630] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/URNJ.txt
[2025-12-10T20:36:08.607772] [INFO ] [sig       ] [3341/3612] Completed URNJ in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:08.607819] [INFO ] [sig       ] [3342/3612] Forecasting UROY...
[2025-12-10T20:36:08.607848] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-10T20:36:08.607877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-10T20:36:08.619686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-10T20:36:08.619968] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-10T20:36:08.620733] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-10T20:36:08.620783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:08.620814] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:08.620839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:08.620893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:08.679473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:08.680164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:08.680240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:08.680272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:08.809637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:08.809783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:08.809821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:08.809849] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:08.813082] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-10T20:36:08.813346] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-10T20:36:08.813463] [INFO ] [sig       ] UROY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:08.951512] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UROY.txt
[2025-12-10T20:36:08.951658] [INFO ] [sig       ] [3342/3612] Completed UROY in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:08.951697] [INFO ] [sig       ] [3343/3612] Forecasting USA...
[2025-12-10T20:36:08.951727] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-10T20:36:08.951755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-10T20:36:08.963439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-10T20:36:08.963781] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-10T20:36:08.964561] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-10T20:36:08.964640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:08.964686] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:08.964713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:08.964768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:09.021898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:09.022566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:09.022663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:09.022696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:09.140476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:09.140634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:09.140673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:09.140701] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:09.144405] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-10T20:36:09.144702] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-10T20:36:09.144825] [INFO ] [sig       ] USA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:09.290446] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USA.txt
[2025-12-10T20:36:09.290592] [INFO ] [sig       ] [3343/3612] Completed USA in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:09.290631] [INFO ] [sig       ] [3344/3612] Forecasting USAC...
[2025-12-10T20:36:09.290660] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-10T20:36:09.290688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-10T20:36:09.302405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-10T20:36:09.302719] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-10T20:36:09.303478] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-10T20:36:09.303529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:09.303560] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:09.303605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:09.303664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:09.361656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:09.362316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:09.362394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:09.362426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:09.481471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:09.481646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:09.481687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:09.481748] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:09.485469] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-10T20:36:09.485757] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-10T20:36:09.485881] [INFO ] [sig       ] USAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:09.626342] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USAC.txt
[2025-12-10T20:36:09.626471] [INFO ] [sig       ] [3344/3612] Completed USAC in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.6m
[2025-12-10T20:36:09.626508] [INFO ] [sig       ] [3345/3612] Forecasting USB...
[2025-12-10T20:36:09.626536] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-10T20:36:09.626566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-10T20:36:09.638897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-10T20:36:09.639160] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-10T20:36:09.639928] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-10T20:36:09.639977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:09.640008] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:09.640034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:09.640089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:09.699719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:09.700753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:09.700853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:09.700886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:09.823480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:09.823644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:09.823684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:09.823712] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:09.827097] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-10T20:36:09.827368] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-10T20:36:09.827491] [INFO ] [sig       ] USB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:09.968538] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USB.txt
[2025-12-10T20:36:09.968714] [INFO ] [sig       ] [3345/3612] Completed USB in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:09.968755] [INFO ] [sig       ] [3346/3612] Forecasting USCB...
[2025-12-10T20:36:09.968785] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-10T20:36:09.968813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-10T20:36:09.981394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-10T20:36:09.981790] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-10T20:36:09.982715] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-10T20:36:09.982765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:09.982795] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:09.982819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:09.982874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:10.045153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:10.046415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:10.046499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:10.046533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:10.171808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:10.171965] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-10T20:36:10.172006] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:10.172035] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:10.175759] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-10T20:36:10.176047] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-10T20:36:10.176178] [INFO ] [sig       ] USCB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:10.320491] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USCB.txt
[2025-12-10T20:36:10.320651] [INFO ] [sig       ] [3346/3612] Completed USCB in 0.4s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:10.320692] [INFO ] [sig       ] [3347/3612] Forecasting USDX...
[2025-12-10T20:36:10.320727] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-10T20:36:10.320760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-10T20:36:10.332695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-10T20:36:10.333051] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-10T20:36:10.333824] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-10T20:36:10.333874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:10.333904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:10.333930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:10.333985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:10.395672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:10.396603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:10.396689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:10.396720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:10.507072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:10.507215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:10.507254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:10.507281] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:10.511514] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-10T20:36:10.511819] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-10T20:36:10.511958] [INFO ] [sig       ] USDX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:10.656860] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USDX.txt
[2025-12-10T20:36:10.657002] [INFO ] [sig       ] [3347/3612] Completed USDX in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:10.657041] [INFO ] [sig       ] [3348/3612] Forecasting USEA...
[2025-12-10T20:36:10.657070] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-10T20:36:10.657098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-10T20:36:10.668841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-10T20:36:10.669235] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-10T20:36:10.670258] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-10T20:36:10.670308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:10.670341] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:10.670368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:10.670424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:10.728598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:10.729588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:10.729667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:10.729699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:10.848160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:10.848311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:10.848350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:10.848379] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:10.851740] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-10T20:36:10.852013] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-10T20:36:10.852138] [INFO ] [sig       ] USEA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:11.008467] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USEA.txt
[2025-12-10T20:36:11.008651] [INFO ] [sig       ] [3348/3612] Completed USEA in 0.4s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:11.008697] [INFO ] [sig       ] [3349/3612] Forecasting USFD...
[2025-12-10T20:36:11.008728] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-10T20:36:11.008757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-10T20:36:11.021173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-10T20:36:11.021481] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-10T20:36:11.022482] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-10T20:36:11.022534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:11.022566] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:11.022628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:11.022686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:11.080345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:11.081072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:11.081156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:11.081188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:11.207246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:11.207387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:11.207425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:11.207453] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:11.210774] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-12-10T20:36:11.211045] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-10T20:36:11.211165] [INFO ] [sig       ] USFD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:11.352074] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USFD.txt
[2025-12-10T20:36:11.352200] [INFO ] [sig       ] [3349/3612] Completed USFD in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:11.352237] [INFO ] [sig       ] [3350/3612] Forecasting USGO...
[2025-12-10T20:36:11.352266] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-10T20:36:11.352294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-10T20:36:11.365084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-10T20:36:11.365599] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-10T20:36:11.366559] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-10T20:36:11.366631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:11.366662] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:11.366688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:11.366742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:11.424741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:11.425449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:11.425528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:11.425559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:11.543285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:11.543447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:11.543487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:11.543536] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:11.546929] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-10T20:36:11.547217] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-10T20:36:11.547345] [INFO ] [sig       ] USGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:11.687645] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USGO.txt
[2025-12-10T20:36:11.687802] [INFO ] [sig       ] [3350/3612] Completed USGO in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:11.687842] [INFO ] [sig       ] [3351/3612] Forecasting USIG...
[2025-12-10T20:36:11.687871] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-10T20:36:11.687899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-10T20:36:11.698888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-10T20:36:11.699199] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-10T20:36:11.699966] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-10T20:36:11.700015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:11.700046] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:11.700076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:11.700131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:11.759323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:11.760266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:11.760397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:11.760443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:11.893871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:11.894023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:11.894066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:11.894096] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:11.897683] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-10T20:36:11.897982] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-10T20:36:11.898112] [INFO ] [sig       ] USIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:12.051310] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USIG.txt
[2025-12-10T20:36:12.051440] [INFO ] [sig       ] [3351/3612] Completed USIG in 0.4s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:12.051478] [INFO ] [sig       ] [3352/3612] Forecasting USIO...
[2025-12-10T20:36:12.051507] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-10T20:36:12.051536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-10T20:36:12.062137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-10T20:36:12.062425] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-10T20:36:12.063240] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-10T20:36:12.063291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:12.063321] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:12.063346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:12.063399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:12.121269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:12.121974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:12.122052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:12.122101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:12.240845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:12.240992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:12.241032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:12.241060] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:12.244951] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-10T20:36:12.245226] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-10T20:36:12.245346] [INFO ] [sig       ] USIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:12.385593] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/USIO.txt
[2025-12-10T20:36:12.385720] [INFO ] [sig       ] [3352/3612] Completed USIO in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:12.385757] [INFO ] [sig       ] [3353/3612] Forecasting USLM...
[2025-12-10T20:36:12.385784] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-10T20:36:12.385813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-10T20:36:12.399981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-10T20:36:12.400419] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-10T20:36:12.401645] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-10T20:36:12.401705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:12.401743] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:12.401775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:12.401850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:12.469393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:12.470247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:12.470329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:12.470359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:12.587778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:12.587930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:12.587969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:12.587996] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:12.591290] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-10T20:36:12.591554] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-10T20:36:12.591759] [INFO ] [sig       ] USLM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:12.732116] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/USLM.txt
[2025-12-10T20:36:12.732247] [INFO ] [sig       ] [3353/3612] Completed USLM in 0.3s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:12.732285] [INFO ] [sig       ] [3354/3612] Forecasting USMC...
[2025-12-10T20:36:12.732314] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-10T20:36:12.732342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-10T20:36:12.743601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-10T20:36:12.743867] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-10T20:36:12.744627] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-10T20:36:12.744676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:12.744707] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:12.744742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:12.744797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:12.804658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:12.805400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:12.805477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:12.805508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:12.921135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:12.921269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:12.921308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:12.921338] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:12.924744] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-10T20:36:12.925061] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-10T20:36:12.925209] [INFO ] [sig       ] USMC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:13.089200] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/USMC.txt
[2025-12-10T20:36:13.089358] [INFO ] [sig       ] [3354/3612] Completed USMC in 0.4s | 2.87 sym/s | Total: 19.4m | ETA: 1.5m
[2025-12-10T20:36:13.089398] [INFO ] [sig       ] [3355/3612] Forecasting USOI...
[2025-12-10T20:36:13.089427] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-10T20:36:13.089457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-10T20:36:13.101558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-10T20:36:13.101883] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-10T20:36:13.102685] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-10T20:36:13.102736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:13.102768] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:13.102799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:13.102875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:13.163750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:13.164434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:13.164515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:13.164548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:13.287919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:13.288065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:13.288106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:13.288134] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:13.291911] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-10T20:36:13.292205] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-10T20:36:13.292334] [INFO ] [sig       ] USOI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:13.442445] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USOI.txt
[2025-12-10T20:36:13.442623] [INFO ] [sig       ] [3355/3612] Completed USOI in 0.4s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:13.442666] [INFO ] [sig       ] [3356/3612] Forecasting USOY...
[2025-12-10T20:36:13.442695] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-10T20:36:13.442724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-10T20:36:13.453844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-10T20:36:13.454161] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-10T20:36:13.454965] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-10T20:36:13.455014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:13.455045] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:13.455071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:13.455125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:13.514359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:13.515213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:13.515293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:13.515324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:13.634018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:13.634167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:13.634204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:13.634232] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:13.637777] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-10T20:36:13.638041] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-10T20:36:13.638160] [INFO ] [sig       ] USOY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:13.779783] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USOY.txt
[2025-12-10T20:36:13.779917] [INFO ] [sig       ] [3356/3612] Completed USOY in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:13.779954] [INFO ] [sig       ] [3357/3612] Forecasting USTB...
[2025-12-10T20:36:13.779982] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-10T20:36:13.780011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-10T20:36:13.791563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-10T20:36:13.791926] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-10T20:36:13.792690] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-10T20:36:13.792739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:13.792770] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:13.792795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:13.792849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:13.850241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:13.851128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:13.851213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:13.851245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:13.972116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:13.972261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:13.972301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:13.972330] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:13.975846] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-10T20:36:13.976119] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-10T20:36:13.976243] [INFO ] [sig       ] USTB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:14.119348] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USTB.txt
[2025-12-10T20:36:14.119482] [INFO ] [sig       ] [3357/3612] Completed USTB in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:14.119521] [INFO ] [sig       ] [3358/3612] Forecasting USVM...
[2025-12-10T20:36:14.119550] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-10T20:36:14.119605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-10T20:36:14.131180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-10T20:36:14.131438] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-10T20:36:14.132219] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-10T20:36:14.132269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:14.132324] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:14.132352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:14.132408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:14.195747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:14.196566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:14.196661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:14.196693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:14.314133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:14.314281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:14.314319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:14.314347] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:14.317627] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-10T20:36:14.317912] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-10T20:36:14.318031] [INFO ] [sig       ] USVM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:14.460431] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/USVM.txt
[2025-12-10T20:36:14.460623] [INFO ] [sig       ] [3358/3612] Completed USVM in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:14.460664] [INFO ] [sig       ] [3359/3612] Forecasting USXF...
[2025-12-10T20:36:14.460694] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-10T20:36:14.460722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-10T20:36:14.473209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-10T20:36:14.473624] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-10T20:36:14.474632] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-10T20:36:14.474683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:14.474713] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:14.474738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:14.474791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:14.534597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:14.535427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:14.535508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:14.535540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:14.655092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:14.655244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:14.655283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:14.655311] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:14.658670] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=17.08%)
[2025-12-10T20:36:14.658957] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-10T20:36:14.659084] [INFO ] [sig       ] USXF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:14.803446] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/USXF.txt
[2025-12-10T20:36:14.803615] [INFO ] [sig       ] [3359/3612] Completed USXF in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:14.803656] [INFO ] [sig       ] [3360/3612] Forecasting UTEN...
[2025-12-10T20:36:14.803685] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-10T20:36:14.803713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-10T20:36:14.814999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-10T20:36:14.815344] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-10T20:36:14.816104] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-10T20:36:14.816155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:14.816186] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:14.816213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:14.816267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:14.872924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:14.873790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:14.873872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:14.873903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:14.995453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:14.995644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:14.995684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:14.995711] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:14.998977] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2025-12-10T20:36:14.999241] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-10T20:36:14.999360] [INFO ] [sig       ] UTEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:15.139950] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UTEN.txt
[2025-12-10T20:36:15.140106] [INFO ] [sig       ] [3360/3612] Completed UTEN in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:15.140144] [INFO ] [sig       ] [3361/3612] Forecasting UTF...
[2025-12-10T20:36:15.140173] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-10T20:36:15.140204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-10T20:36:15.152243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-10T20:36:15.152608] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-10T20:36:15.153381] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-10T20:36:15.153431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:15.153462] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:15.153489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:15.153544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:15.210951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:15.211829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:15.211908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:15.211940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:15.334283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:15.334439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:15.334478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:15.334556] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:15.337882] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-10T20:36:15.338155] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-10T20:36:15.338282] [INFO ] [sig       ] UTF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:15.491855] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UTF.txt
[2025-12-10T20:36:15.492006] [INFO ] [sig       ] [3361/3612] Completed UTF in 0.4s | 2.87 sym/s | Total: 19.5m | ETA: 1.5m
[2025-12-10T20:36:15.492045] [INFO ] [sig       ] [3362/3612] Forecasting UTI...
[2025-12-10T20:36:15.492074] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-10T20:36:15.492102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-10T20:36:15.505717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-10T20:36:15.506072] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-10T20:36:15.506851] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-10T20:36:15.506900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:15.506931] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:15.506956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:15.507011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:15.565809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:15.566668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:15.566746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:15.566777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:15.694401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:15.694556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:15.694612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:15.694641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:15.697969] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-10T20:36:15.698269] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-10T20:36:15.698400] [INFO ] [sig       ] UTI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:15.844231] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UTI.txt
[2025-12-10T20:36:15.844390] [INFO ] [sig       ] [3362/3612] Completed UTI in 0.4s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:15.844427] [INFO ] [sig       ] [3363/3612] Forecasting UTL...
[2025-12-10T20:36:15.844456] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-10T20:36:15.844486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-10T20:36:15.856183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-10T20:36:15.856647] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-10T20:36:15.857388] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-10T20:36:15.857437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:15.857467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:15.857492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:15.857547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:15.914716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:15.915333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:15.915407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:15.915437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:16.032277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:16.032413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:16.032450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:16.032478] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:16.035704] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-10T20:36:16.035966] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-10T20:36:16.036082] [INFO ] [sig       ] UTL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:16.176749] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UTL.txt
[2025-12-10T20:36:16.176872] [INFO ] [sig       ] [3363/3612] Completed UTL in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:16.176910] [INFO ] [sig       ] [3364/3612] Forecasting UTMD...
[2025-12-10T20:36:16.176938] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-10T20:36:16.176967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-10T20:36:16.187959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-10T20:36:16.188278] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-10T20:36:16.189046] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-10T20:36:16.189095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:16.189126] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:16.189151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:16.189211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:16.246116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:16.246717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:16.246792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:16.246822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:16.360308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:16.360459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:16.360498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:16.360525] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:16.364002] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=38.58%)
[2025-12-10T20:36:16.364264] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-10T20:36:16.364380] [INFO ] [sig       ] UTMD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:16.511460] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UTMD.txt
[2025-12-10T20:36:16.511617] [INFO ] [sig       ] [3364/3612] Completed UTMD in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:16.511656] [INFO ] [sig       ] [3365/3612] Forecasting UTWO...
[2025-12-10T20:36:16.511684] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-10T20:36:16.511714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-10T20:36:16.523713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-10T20:36:16.524006] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-10T20:36:16.524816] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-10T20:36:16.524867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:16.524898] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:16.524925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:16.524991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:16.583171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:16.583809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:16.583884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:16.583917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:16.704504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:16.704666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:16.704707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:16.704745] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:16.708059] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-12-10T20:36:16.708330] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-10T20:36:16.708450] [INFO ] [sig       ] UTWO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:16.849959] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UTWO.txt
[2025-12-10T20:36:16.850080] [INFO ] [sig       ] [3365/3612] Completed UTWO in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:16.850117] [INFO ] [sig       ] [3366/3612] Forecasting UTZ...
[2025-12-10T20:36:16.850145] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-10T20:36:16.850174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-10T20:36:16.861209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-10T20:36:16.861501] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-10T20:36:16.862321] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-10T20:36:16.862372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:16.862402] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:16.862428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:16.862482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:16.919650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:16.920291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:16.920367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:16.920398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:17.036698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:17.036849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:17.036889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:17.036916] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:17.040629] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-12-10T20:36:17.040901] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-10T20:36:17.041022] [INFO ] [sig       ] UTZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:17.186000] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UTZ.txt
[2025-12-10T20:36:17.186147] [INFO ] [sig       ] [3366/3612] Completed UTZ in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:17.186185] [INFO ] [sig       ] [3367/3612] Forecasting UVE...
[2025-12-10T20:36:17.186215] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-10T20:36:17.186248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-10T20:36:17.197240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-10T20:36:17.197530] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-10T20:36:17.198342] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-10T20:36:17.198404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:17.198435] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:17.198461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:17.198516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:17.255566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:17.256288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:17.256366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:17.256398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:17.378242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:17.378394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:17.378432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:17.378462] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:17.381927] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=19.33%)
[2025-12-10T20:36:17.382226] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-10T20:36:17.382358] [INFO ] [sig       ] UVE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:17.531473] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UVE.txt
[2025-12-10T20:36:17.531638] [INFO ] [sig       ] [3367/3612] Completed UVE in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:17.531679] [INFO ] [sig       ] [3368/3612] Forecasting UVSP...
[2025-12-10T20:36:17.531709] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-10T20:36:17.531737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-10T20:36:17.543395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-10T20:36:17.543756] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-10T20:36:17.544590] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-10T20:36:17.544641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:17.544672] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:17.544699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:17.544753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:17.603566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:17.604440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:17.604552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:17.604602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:17.727943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:17.728095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:17.728134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:17.728166] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:17.731888] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=46.77%)
[2025-12-10T20:36:17.732157] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-10T20:36:17.732279] [INFO ] [sig       ] UVSP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:17.873240] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UVSP.txt
[2025-12-10T20:36:17.873365] [INFO ] [sig       ] [3368/3612] Completed UVSP in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:17.873402] [INFO ] [sig       ] [3369/3612] Forecasting UWMC...
[2025-12-10T20:36:17.873431] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-10T20:36:17.873459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-10T20:36:17.885247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-10T20:36:17.885563] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-10T20:36:17.886347] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-10T20:36:17.886397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:17.886427] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:17.886452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:17.886506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:17.946353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:17.947082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:17.947159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:17.947190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:18.067947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:18.068106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:18.068145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:18.068172] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:18.071813] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-10T20:36:18.072080] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-10T20:36:18.072199] [INFO ] [sig       ] UWMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:18.212784] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UWMC.txt
[2025-12-10T20:36:18.212938] [INFO ] [sig       ] [3369/3612] Completed UWMC in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:18.212976] [INFO ] [sig       ] [3370/3612] Forecasting UXIN...
[2025-12-10T20:36:18.213004] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-10T20:36:18.213032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-10T20:36:18.224919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-10T20:36:18.225238] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-10T20:36:18.226185] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-10T20:36:18.226239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:18.226271] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:18.226296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:18.226350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:18.283976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:18.284842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:18.284920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:18.284951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:18.406003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:18.406155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:18.406194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:18.406222] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:18.409825] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-10T20:36:18.410094] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-10T20:36:18.410216] [INFO ] [sig       ] UXIN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:18.551054] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UXIN.txt
[2025-12-10T20:36:18.551216] [INFO ] [sig       ] [3370/3612] Completed UXIN in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:18.551257] [INFO ] [sig       ] [3371/3612] Forecasting UYLD...
[2025-12-10T20:36:18.551286] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-10T20:36:18.551314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-10T20:36:18.563971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-10T20:36:18.564252] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-10T20:36:18.565019] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-10T20:36:18.565068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:18.565100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:18.565125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:18.565179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:18.621864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:18.622727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:18.622806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:18.622837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:18.738127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:18.738280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:18.738318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:18.738346] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:18.741975] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-10T20:36:18.742245] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-10T20:36:18.742363] [INFO ] [sig       ] UYLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:18.881875] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/UYLD.txt
[2025-12-10T20:36:18.882065] [INFO ] [sig       ] [3371/3612] Completed UYLD in 0.3s | 2.87 sym/s | Total: 19.5m | ETA: 1.4m
[2025-12-10T20:36:18.882105] [INFO ] [sig       ] [3372/3612] Forecasting UZE...
[2025-12-10T20:36:18.882135] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-10T20:36:18.882164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-10T20:36:18.893560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-10T20:36:18.893893] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-10T20:36:18.894700] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-10T20:36:18.894750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:18.894781] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:18.894806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:18.894860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:18.956364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:18.957247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:18.957331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:18.957364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:19.069775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:19.069929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:19.069967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:19.069994] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:19.073229] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-10T20:36:19.073513] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-10T20:36:19.073650] [INFO ] [sig       ] UZE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:19.217275] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/UZE.txt
[2025-12-10T20:36:19.217424] [INFO ] [sig       ] [3372/3612] Completed UZE in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:19.217462] [INFO ] [sig       ] [3373/3612] Forecasting VAC...
[2025-12-10T20:36:19.217491] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-10T20:36:19.217519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-10T20:36:19.229078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-10T20:36:19.229418] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-10T20:36:19.230186] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-10T20:36:19.230235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:19.230265] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:19.230290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:19.230344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:19.288531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:19.289384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:19.289480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:19.289510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:19.413438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:19.413795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:19.413833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:19.413859] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:19.417334] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-12-10T20:36:19.417613] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-10T20:36:19.417764] [INFO ] [sig       ] VAC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:19.563943] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VAC.txt
[2025-12-10T20:36:19.564114] [INFO ] [sig       ] [3373/3612] Completed VAC in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:19.564154] [INFO ] [sig       ] [3374/3612] Forecasting VAL...
[2025-12-10T20:36:19.564182] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-10T20:36:19.564212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-10T20:36:19.576352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-10T20:36:19.576694] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-10T20:36:19.577499] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-10T20:36:19.577550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:19.577602] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:19.577629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:19.577683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:19.637107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:19.637989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:19.638072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:19.638104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:19.774396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:19.774547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:19.774626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:19.774658] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:19.778139] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-10T20:36:19.778415] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-10T20:36:19.778539] [INFO ] [sig       ] VAL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:19.935677] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VAL.txt
[2025-12-10T20:36:19.935812] [INFO ] [sig       ] [3374/3612] Completed VAL in 0.4s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:19.935851] [INFO ] [sig       ] [3375/3612] Forecasting VALE...
[2025-12-10T20:36:19.935879] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-10T20:36:19.935907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-10T20:36:19.948078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-10T20:36:19.948384] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-10T20:36:19.949152] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-10T20:36:19.949202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:19.949259] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:19.949286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:19.949341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:20.007801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:20.008901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:20.008979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:20.009010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:20.126648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:20.126792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:20.126831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:20.126859] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:20.130122] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-10T20:36:20.130384] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-10T20:36:20.130706] [INFO ] [sig       ] VALE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:20.272897] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VALE.txt
[2025-12-10T20:36:20.273013] [INFO ] [sig       ] [3375/3612] Completed VALE in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:20.273051] [INFO ] [sig       ] [3376/3612] Forecasting VALN...
[2025-12-10T20:36:20.273080] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-10T20:36:20.273109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-10T20:36:20.283563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-10T20:36:20.283867] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-10T20:36:20.284624] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-10T20:36:20.284673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:20.284703] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:20.284729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:20.284783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:20.342326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:20.342967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:20.343043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:20.343074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:20.451322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:20.451456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:20.451494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:20.451521] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:20.454779] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-10T20:36:20.455042] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-10T20:36:20.455161] [INFO ] [sig       ] VALN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:20.594101] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VALN.txt
[2025-12-10T20:36:20.594223] [INFO ] [sig       ] [3376/3612] Completed VALN in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:20.594260] [INFO ] [sig       ] [3377/3612] Forecasting VANI...
[2025-12-10T20:36:20.594289] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-10T20:36:20.594317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-10T20:36:20.606422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-10T20:36:20.606799] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-10T20:36:20.607546] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-10T20:36:20.607615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:20.607647] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:20.607674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:20.607749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:20.663591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:20.664165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:20.664239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:20.664273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:20.782841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:20.782984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:20.783021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:20.783048] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:20.786831] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-12-10T20:36:20.787096] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-10T20:36:20.787213] [INFO ] [sig       ] VANI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:20.929734] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VANI.txt
[2025-12-10T20:36:20.929842] [INFO ] [sig       ] [3377/3612] Completed VANI in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:20.929879] [INFO ] [sig       ] [3378/3612] Forecasting VBF...
[2025-12-10T20:36:20.929908] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-10T20:36:20.929937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-10T20:36:20.941694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-10T20:36:20.941942] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-10T20:36:20.942893] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-10T20:36:20.942942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:20.942983] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:20.943009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:20.943063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:21.004835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:21.005525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:21.005620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:21.005652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:21.123460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:21.123603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:21.123641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:21.123697] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:21.127196] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-10T20:36:21.127458] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-10T20:36:21.127592] [INFO ] [sig       ] VBF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:21.269811] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VBF.txt
[2025-12-10T20:36:21.269925] [INFO ] [sig       ] [3378/3612] Completed VBF in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:21.269962] [INFO ] [sig       ] [3379/3612] Forecasting VBNK...
[2025-12-10T20:36:21.269990] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-10T20:36:21.270019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-10T20:36:21.282000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-10T20:36:21.282245] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-10T20:36:21.283188] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-10T20:36:21.283237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:21.283267] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:21.283293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:21.283347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:21.340757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:21.341348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:21.341423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:21.341453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:21.461857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:21.461974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:21.462010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:21.462037] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:21.465168] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-10T20:36:21.465427] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-10T20:36:21.465543] [INFO ] [sig       ] VBNK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:21.608258] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VBNK.txt
[2025-12-10T20:36:21.608370] [INFO ] [sig       ] [3379/3612] Completed VBNK in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.4m
[2025-12-10T20:36:21.608618] [INFO ] [sig       ] [3380/3612] Forecasting VC...
[2025-12-10T20:36:21.608649] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-10T20:36:21.608677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-10T20:36:21.620920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-10T20:36:21.621183] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-10T20:36:21.621937] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-10T20:36:21.621986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:21.622016] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:21.622041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:21.622096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:21.680934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:21.681759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:21.681836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:21.681867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:21.805511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:21.805690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:21.805737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:21.805767] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:21.809201] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-10T20:36:21.809479] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-10T20:36:21.809619] [INFO ] [sig       ] VC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:21.962410] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VC.txt
[2025-12-10T20:36:21.962721] [INFO ] [sig       ] [3380/3612] Completed VC in 0.4s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:21.962759] [INFO ] [sig       ] [3381/3612] Forecasting VCEL...
[2025-12-10T20:36:21.962788] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-10T20:36:21.962816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-10T20:36:21.974190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-10T20:36:21.974478] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-10T20:36:21.975228] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-10T20:36:21.975278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:21.975308] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:21.975333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:21.975387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:22.033741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:22.034311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:22.034386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:22.034417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:22.152779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:22.152900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:22.152937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:22.152963] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:22.156255] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-10T20:36:22.156522] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-10T20:36:22.156812] [INFO ] [sig       ] VCEL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:22.295939] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VCEL.txt
[2025-12-10T20:36:22.296050] [INFO ] [sig       ] [3381/3612] Completed VCEL in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:22.296088] [INFO ] [sig       ] [3382/3612] Forecasting VCRB...
[2025-12-10T20:36:22.296125] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-10T20:36:22.296154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-10T20:36:22.309823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-10T20:36:22.310074] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-10T20:36:22.310838] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-10T20:36:22.310893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:22.310923] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:22.310949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:22.311003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:22.369626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:22.370215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:22.370288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:22.370325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:22.487290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:22.487428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:22.487677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:22.487708] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:22.494738] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-10T20:36:22.495001] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-10T20:36:22.495120] [INFO ] [sig       ] VCRB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:22.632687] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VCRB.txt
[2025-12-10T20:36:22.632807] [INFO ] [sig       ] [3382/3612] Completed VCRB in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:22.632844] [INFO ] [sig       ] [3383/3612] Forecasting VCSH...
[2025-12-10T20:36:22.632872] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-10T20:36:22.632899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-10T20:36:22.644108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-10T20:36:22.644359] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-10T20:36:22.645108] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-10T20:36:22.645158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:22.645188] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:22.645213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:22.645267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:22.702416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:22.703005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:22.703078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:22.703110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:22.832432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:22.832550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:22.832609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:22.832638] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:22.836091] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=53.08%)
[2025-12-10T20:36:22.836370] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-10T20:36:22.836496] [INFO ] [sig       ] VCSH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:22.979321] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VCSH.txt
[2025-12-10T20:36:22.979467] [INFO ] [sig       ] [3383/3612] Completed VCSH in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:22.979506] [INFO ] [sig       ] [3384/3612] Forecasting VECO...
[2025-12-10T20:36:22.979736] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-10T20:36:22.979769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-10T20:36:22.991538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-10T20:36:22.991856] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-10T20:36:22.992844] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-10T20:36:22.992893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:22.992923] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:22.992948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:22.993002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:23.051501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:23.052181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:23.052262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:23.052295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:23.178192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:23.178345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:23.178384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:23.178411] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:23.181981] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-12-10T20:36:23.182253] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-10T20:36:23.182378] [INFO ] [sig       ] VECO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:23.333783] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VECO.txt
[2025-12-10T20:36:23.333923] [INFO ] [sig       ] [3384/3612] Completed VECO in 0.4s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:23.333963] [INFO ] [sig       ] [3385/3612] Forecasting VEEE...
[2025-12-10T20:36:23.334017] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-10T20:36:23.334069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-10T20:36:23.345163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-10T20:36:23.345455] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-10T20:36:23.346219] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-10T20:36:23.346268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:23.346299] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:23.346326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:23.346381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:23.402076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:23.402727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:23.402837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:23.402871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:23.522990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:23.523142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:23.523180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:23.523245] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:23.526830] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-12-10T20:36:23.527091] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-10T20:36:23.527210] [INFO ] [sig       ] VEEE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:23.671567] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VEEE.txt
[2025-12-10T20:36:23.671742] [INFO ] [sig       ] [3385/3612] Completed VEEE in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:23.671782] [INFO ] [sig       ] [3386/3612] Forecasting VEL...
[2025-12-10T20:36:23.671811] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-10T20:36:23.671842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-10T20:36:23.684917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-10T20:36:23.685293] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-10T20:36:23.686090] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-10T20:36:23.686140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:23.686172] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:23.686199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:23.686256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:23.744315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:23.745157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:23.745237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:23.745268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:23.869169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:23.869321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:23.869366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:23.869400] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:23.873348] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-10T20:36:23.873653] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-10T20:36:23.873773] [INFO ] [sig       ] VEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:24.021550] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VEL.txt
[2025-12-10T20:36:24.021750] [INFO ] [sig       ] [3386/3612] Completed VEL in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:24.021807] [INFO ] [sig       ] [3387/3612] Forecasting VEON...
[2025-12-10T20:36:24.021844] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-10T20:36:24.021881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-10T20:36:24.033023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-10T20:36:24.033330] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-10T20:36:24.034328] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-10T20:36:24.034378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:24.034409] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:24.034435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:24.034488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:24.091644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:24.092294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:24.092398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:24.092431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:24.219455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:24.219619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:24.219661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:24.219689] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:24.223081] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-10T20:36:24.223401] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-10T20:36:24.223526] [INFO ] [sig       ] VEON: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:24.365816] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VEON.txt
[2025-12-10T20:36:24.365945] [INFO ] [sig       ] [3387/3612] Completed VEON in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:24.365982] [INFO ] [sig       ] [3388/3612] Forecasting VERA...
[2025-12-10T20:36:24.366011] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-10T20:36:24.366040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-10T20:36:24.378822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-10T20:36:24.379101] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-10T20:36:24.379860] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-10T20:36:24.379909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:24.379939] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:24.379965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:24.380019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:24.436611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:24.437303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:24.437379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:24.437410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:24.554829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:24.554983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:24.555021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:24.555050] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:24.558349] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-10T20:36:24.558629] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-10T20:36:24.558751] [INFO ] [sig       ] VERA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:24.700934] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VERA.txt
[2025-12-10T20:36:24.701087] [INFO ] [sig       ] [3388/3612] Completed VERA in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:24.701126] [INFO ] [sig       ] [3389/3612] Forecasting VERI...
[2025-12-10T20:36:24.701155] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-10T20:36:24.701184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-10T20:36:24.713091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-10T20:36:24.713405] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-10T20:36:24.714172] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-10T20:36:24.714222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:24.714254] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:24.714315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:24.714376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:24.776369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:24.777511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:24.777829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:24.777868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:24.898960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:24.899116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:24.899153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:24.899181] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:24.902485] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-10T20:36:24.902800] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-10T20:36:24.902928] [INFO ] [sig       ] VERI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:25.046531] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VERI.txt
[2025-12-10T20:36:25.046697] [INFO ] [sig       ] [3389/3612] Completed VERI in 0.3s | 2.87 sym/s | Total: 19.6m | ETA: 1.3m
[2025-12-10T20:36:25.046737] [INFO ] [sig       ] [3390/3612] Forecasting VERO...
[2025-12-10T20:36:25.046765] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-10T20:36:25.046793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-10T20:36:25.058164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-10T20:36:25.058508] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-10T20:36:25.059283] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-10T20:36:25.059335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:25.059371] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:25.059402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:25.059469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:25.118050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:25.118926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:25.119008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:25.119039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:25.239194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:25.239350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:25.239395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:25.239429] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:25.242835] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-10T20:36:25.243139] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-10T20:36:25.243269] [INFO ] [sig       ] VERO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:25.389740] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VERO.txt
[2025-12-10T20:36:25.389874] [INFO ] [sig       ] [3390/3612] Completed VERO in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:25.389912] [INFO ] [sig       ] [3391/3612] Forecasting VERX...
[2025-12-10T20:36:25.389940] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-10T20:36:25.389968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-10T20:36:25.401273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-10T20:36:25.401537] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-10T20:36:25.402300] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-10T20:36:25.402350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:25.402381] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:25.402406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:25.402460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:25.459429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:25.460116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:25.460191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:25.460222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:25.579312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:25.579474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:25.579519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:25.579551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:25.582910] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-10T20:36:25.583172] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-10T20:36:25.583289] [INFO ] [sig       ] VERX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:25.726656] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VERX.txt
[2025-12-10T20:36:25.726790] [INFO ] [sig       ] [3391/3612] Completed VERX in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:25.726829] [INFO ] [sig       ] [3392/3612] Forecasting VFC...
[2025-12-10T20:36:25.726858] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-10T20:36:25.726886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-10T20:36:25.740112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-10T20:36:25.740461] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-10T20:36:25.741235] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-10T20:36:25.741283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:25.741340] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:25.741373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:25.741441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:25.799120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:25.799973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:25.800054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:25.800086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:25.923873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:25.924027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:25.924064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:25.924092] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:25.927398] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-10T20:36:25.927707] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-10T20:36:25.927851] [INFO ] [sig       ] VFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:26.076668] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VFC.txt
[2025-12-10T20:36:26.076826] [INFO ] [sig       ] [3392/3612] Completed VFC in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:26.076871] [INFO ] [sig       ] [3393/3612] Forecasting VFF...
[2025-12-10T20:36:26.076901] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-10T20:36:26.076938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-10T20:36:26.090693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-10T20:36:26.091119] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-10T20:36:26.091931] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-10T20:36:26.091984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:26.092016] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:26.092043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:26.092099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:26.151513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:26.152247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:26.152328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:26.152362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:26.274049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:26.274193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:26.274231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:26.274259] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:26.277591] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-10T20:36:26.278097] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-10T20:36:26.278230] [INFO ] [sig       ] VFF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:26.425274] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VFF.txt
[2025-12-10T20:36:26.425408] [INFO ] [sig       ] [3393/3612] Completed VFF in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:26.425446] [INFO ] [sig       ] [3394/3612] Forecasting VFLO...
[2025-12-10T20:36:26.425475] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-10T20:36:26.425503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-10T20:36:26.439325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-10T20:36:26.439646] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-10T20:36:26.440423] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-10T20:36:26.440484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:26.440521] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:26.440552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:26.440629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:26.498124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:26.498770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:26.498846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:26.498876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:26.629495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:26.629675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:26.629714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:26.629741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:26.633140] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-12-10T20:36:26.633404] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-10T20:36:26.633529] [INFO ] [sig       ] VFLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:26.786386] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VFLO.txt
[2025-12-10T20:36:26.786543] [INFO ] [sig       ] [3394/3612] Completed VFLO in 0.4s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:26.786600] [INFO ] [sig       ] [3395/3612] Forecasting VFS...
[2025-12-10T20:36:26.786630] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-10T20:36:26.786659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-10T20:36:26.799202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-10T20:36:26.799532] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-10T20:36:26.800363] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-10T20:36:26.800413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:26.800443] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:26.800469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:26.800523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:26.859093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:26.859865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:26.859946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:26.859977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:26.978628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:26.978779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:26.978817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:26.978876] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:26.982188] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-10T20:36:26.982468] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-10T20:36:26.982619] [INFO ] [sig       ] VFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:27.120371] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VFS.txt
[2025-12-10T20:36:27.120507] [INFO ] [sig       ] [3395/3612] Completed VFS in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:27.120546] [INFO ] [sig       ] [3396/3612] Forecasting VGI...
[2025-12-10T20:36:27.120594] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-10T20:36:27.120626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-10T20:36:27.132007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-10T20:36:27.132307] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-10T20:36:27.133080] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-10T20:36:27.133130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:27.133161] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:27.133186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:27.133240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:27.188244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:27.188957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:27.189037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:27.189068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:27.303194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:27.303345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:27.303383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:27.303417] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:27.307154] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-12-10T20:36:27.307430] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-10T20:36:27.307569] [INFO ] [sig       ] VGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:27.456198] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VGI.txt
[2025-12-10T20:36:27.456356] [INFO ] [sig       ] [3396/3612] Completed VGI in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.3m
[2025-12-10T20:36:27.456397] [INFO ] [sig       ] [3397/3612] Forecasting VGM...
[2025-12-10T20:36:27.456432] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-10T20:36:27.456466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-10T20:36:27.468792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-10T20:36:27.469156] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-10T20:36:27.469961] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-10T20:36:27.470010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:27.470040] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:27.470065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:27.470119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:27.529181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:27.530049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:27.530127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:27.530158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:27.655399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:27.655559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:27.655630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:27.655849] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:27.659233] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-10T20:36:27.659533] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-10T20:36:27.659690] [INFO ] [sig       ] VGM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:27.802844] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VGM.txt
[2025-12-10T20:36:27.802995] [INFO ] [sig       ] [3397/3612] Completed VGM in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:27.803100] [INFO ] [sig       ] [3398/3612] Forecasting VGSH...
[2025-12-10T20:36:27.803130] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-10T20:36:27.803159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-10T20:36:27.816184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-10T20:36:27.816623] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-10T20:36:27.817410] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-10T20:36:27.817460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:27.817490] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:27.817516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:27.817599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:27.875878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:27.876779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:27.876862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:27.876893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:27.999334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:27.999477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:27.999516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:27.999543] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:28.003008] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-10T20:36:28.003298] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-10T20:36:28.003424] [INFO ] [sig       ] VGSH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:28.142210] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VGSH.txt
[2025-12-10T20:36:28.142325] [INFO ] [sig       ] [3398/3612] Completed VGSH in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:28.142362] [INFO ] [sig       ] [3399/3612] Forecasting VICI...
[2025-12-10T20:36:28.142389] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-10T20:36:28.142417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-10T20:36:28.155179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-10T20:36:28.155456] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-10T20:36:28.156247] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-10T20:36:28.156297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:28.156328] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:28.156353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:28.156407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:28.215056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:28.215738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:28.215814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:28.215845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:28.349352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:28.349503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:28.349542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:28.349587] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:28.352949] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-10T20:36:28.353222] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-10T20:36:28.353345] [INFO ] [sig       ] VICI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:28.492447] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VICI.txt
[2025-12-10T20:36:28.492588] [INFO ] [sig       ] [3399/3612] Completed VICI in 0.4s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:28.492629] [INFO ] [sig       ] [3400/3612] Forecasting VIGI...
[2025-12-10T20:36:28.492817] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-10T20:36:28.492845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-10T20:36:28.507230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-10T20:36:28.507484] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-10T20:36:28.508265] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-10T20:36:28.508315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:28.508345] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:28.508371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:28.508447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:28.569421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:28.570155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:28.570235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:28.570268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:28.689221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:28.689369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:28.689408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:28.689436] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:28.692762] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-12-10T20:36:28.693030] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-10T20:36:28.693148] [INFO ] [sig       ] VIGI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:28.837190] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VIGI.txt
[2025-12-10T20:36:28.837317] [INFO ] [sig       ] [3400/3612] Completed VIGI in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:28.837355] [INFO ] [sig       ] [3401/3612] Forecasting VINP...
[2025-12-10T20:36:28.837383] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-10T20:36:28.837412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-10T20:36:28.850315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-10T20:36:28.850666] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-10T20:36:28.851484] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-10T20:36:28.851536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:28.851567] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:28.851618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:28.851674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:28.914492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:28.915316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:28.915404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:28.915439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:29.039987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:29.040139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:29.040179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:29.040217] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:29.043776] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-10T20:36:29.044051] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-10T20:36:29.044172] [INFO ] [sig       ] VINP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:29.192427] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VINP.txt
[2025-12-10T20:36:29.192627] [INFO ] [sig       ] [3401/3612] Completed VINP in 0.4s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:29.192686] [INFO ] [sig       ] [3402/3612] Forecasting VIPS...
[2025-12-10T20:36:29.192730] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-10T20:36:29.192775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-10T20:36:29.205507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-10T20:36:29.205941] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-10T20:36:29.206784] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-10T20:36:29.206858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:29.206900] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:29.206931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:29.206989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:29.268100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:29.268946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:29.269058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:29.269092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:29.397301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:29.397435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:29.397473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:29.397500] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:29.403844] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-12-10T20:36:29.404110] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-10T20:36:29.404228] [INFO ] [sig       ] VIPS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:29.548054] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VIPS.txt
[2025-12-10T20:36:29.548167] [INFO ] [sig       ] [3402/3612] Completed VIPS in 0.4s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:29.548204] [INFO ] [sig       ] [3403/3612] Forecasting VIRC...
[2025-12-10T20:36:29.548231] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-10T20:36:29.548258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-10T20:36:29.559376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-10T20:36:29.559666] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-10T20:36:29.560400] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-10T20:36:29.560449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:29.560480] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:29.560506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:29.560561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:29.619895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:29.620503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:29.620600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:29.620635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:29.746053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:29.746181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:29.746217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:29.746244] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:29.749694] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-10T20:36:29.749986] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-10T20:36:29.750119] [INFO ] [sig       ] VIRC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:29.893062] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VIRC.txt
[2025-12-10T20:36:29.893174] [INFO ] [sig       ] [3403/3612] Completed VIRC in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:29.893212] [INFO ] [sig       ] [3404/3612] Forecasting VITL...
[2025-12-10T20:36:29.893239] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-10T20:36:29.893267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-10T20:36:29.906822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-10T20:36:29.907096] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-10T20:36:29.907883] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-10T20:36:29.907934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:29.907966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:29.907994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:29.908051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:29.967048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:29.967674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:29.967776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:29.967811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:30.092325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:30.092461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:30.092501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:30.092528] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:30.095903] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-10T20:36:30.096181] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-10T20:36:30.096305] [INFO ] [sig       ] VITL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:30.293117] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VITL.txt
[2025-12-10T20:36:30.293269] [INFO ] [sig       ] [3404/3612] Completed VITL in 0.4s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:30.293310] [INFO ] [sig       ] [3405/3612] Forecasting VKQ...
[2025-12-10T20:36:30.293338] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-10T20:36:30.293366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-10T20:36:30.304983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-10T20:36:30.305355] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-10T20:36:30.306370] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-10T20:36:30.306423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:30.306456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:30.306484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:30.306540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:30.367245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:30.368249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:30.368331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:30.368364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:30.489360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:30.489486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:30.489523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:30.489551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:30.493288] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-12-10T20:36:30.493569] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-10T20:36:30.493724] [INFO ] [sig       ] VKQ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:30.636499] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VKQ.txt
[2025-12-10T20:36:30.636666] [INFO ] [sig       ] [3405/3612] Completed VKQ in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:30.636708] [INFO ] [sig       ] [3406/3612] Forecasting VKTX...
[2025-12-10T20:36:30.636737] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-10T20:36:30.636766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-10T20:36:30.648872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-10T20:36:30.649221] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-10T20:36:30.650017] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-10T20:36:30.650067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:30.650100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:30.650134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:30.650203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:30.710174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:30.711051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:30.711134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:30.711167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:30.833475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:30.833649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:30.833874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:30.833901] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:30.837240] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-10T20:36:30.837507] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-10T20:36:30.837653] [INFO ] [sig       ] VKTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:30.982296] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VKTX.txt
[2025-12-10T20:36:30.982492] [INFO ] [sig       ] [3406/3612] Completed VKTX in 0.3s | 2.87 sym/s | Total: 19.7m | ETA: 1.2m
[2025-12-10T20:36:30.982547] [INFO ] [sig       ] [3407/3612] Forecasting VLGEA...
[2025-12-10T20:36:30.982609] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-10T20:36:30.982654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-10T20:36:30.994970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-10T20:36:30.995416] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-10T20:36:30.996287] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-10T20:36:30.996339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:30.996371] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:30.996398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:30.996454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:31.054417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:31.055093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:31.055170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:31.055202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:31.186524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:31.186695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:31.186735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:31.186762] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:31.190353] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-12-10T20:36:31.190665] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-10T20:36:31.190791] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:31.337199] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VLGEA.txt
[2025-12-10T20:36:31.337347] [INFO ] [sig       ] [3407/3612] Completed VLGEA in 0.4s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:31.337387] [INFO ] [sig       ] [3408/3612] Forecasting VLN...
[2025-12-10T20:36:31.337415] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-10T20:36:31.337444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-10T20:36:31.349967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-10T20:36:31.350370] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-10T20:36:31.351227] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-10T20:36:31.351281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:31.351314] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:31.351342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:31.351398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:31.410539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:31.411364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:31.411441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:31.411472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:31.534261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:31.534413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:31.534453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:31.534495] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:31.538222] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-10T20:36:31.538492] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-10T20:36:31.538632] [INFO ] [sig       ] VLN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:31.699100] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VLN.txt
[2025-12-10T20:36:31.699254] [INFO ] [sig       ] [3408/3612] Completed VLN in 0.4s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:31.699294] [INFO ] [sig       ] [3409/3612] Forecasting VLO...
[2025-12-10T20:36:31.699322] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-10T20:36:31.699351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-10T20:36:31.711526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-10T20:36:31.711949] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-10T20:36:31.712785] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-10T20:36:31.712838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:31.712903] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:31.712930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:31.712986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:31.772059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:31.772915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:31.773002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:31.773035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:31.893808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:31.893969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:31.894009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:31.894037] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:31.897684] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-10T20:36:31.898160] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-10T20:36:31.898281] [INFO ] [sig       ] VLO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:32.039922] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VLO.txt
[2025-12-10T20:36:32.040058] [INFO ] [sig       ] [3409/3612] Completed VLO in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:32.040098] [INFO ] [sig       ] [3410/3612] Forecasting VLRS...
[2025-12-10T20:36:32.040126] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-10T20:36:32.040155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-10T20:36:32.051541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-10T20:36:32.051869] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-10T20:36:32.052624] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-10T20:36:32.052674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:32.052705] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:32.052731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:32.052786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:32.110453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:32.111293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:32.111374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:32.111405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:32.228589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:32.228731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:32.228770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:32.228797] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:32.232187] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-10T20:36:32.232452] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-10T20:36:32.232590] [INFO ] [sig       ] VLRS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:32.375549] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VLRS.txt
[2025-12-10T20:36:32.375721] [INFO ] [sig       ] [3410/3612] Completed VLRS in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:32.375761] [INFO ] [sig       ] [3411/3612] Forecasting VLTO...
[2025-12-10T20:36:32.375789] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-10T20:36:32.375829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-10T20:36:32.388596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-10T20:36:32.388945] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-10T20:36:32.389706] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-10T20:36:32.389756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:32.389787] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:32.389813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:32.389868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:32.445954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:32.446620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:32.446707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:32.446738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:32.569676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:32.569848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:32.569889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:32.569916] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:32.573171] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-10T20:36:32.573437] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-10T20:36:32.573558] [INFO ] [sig       ] VLTO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:32.714479] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VLTO.txt
[2025-12-10T20:36:32.714624] [INFO ] [sig       ] [3411/3612] Completed VLTO in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:32.714663] [INFO ] [sig       ] [3412/3612] Forecasting VLY...
[2025-12-10T20:36:32.714691] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-10T20:36:32.714721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-10T20:36:32.727504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-10T20:36:32.727835] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-10T20:36:32.728606] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-10T20:36:32.728656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:32.728686] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:32.728711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:32.728770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:32.785226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:32.786193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:32.786274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:32.786305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:32.908924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:32.909066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:32.909105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:32.909162] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:32.912659] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-10T20:36:32.913127] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-10T20:36:32.913247] [INFO ] [sig       ] VLY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:33.056588] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VLY.txt
[2025-12-10T20:36:33.056716] [INFO ] [sig       ] [3412/3612] Completed VLY in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:33.056756] [INFO ] [sig       ] [3413/3612] Forecasting VMBS...
[2025-12-10T20:36:33.056783] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-10T20:36:33.056812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-10T20:36:33.068073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-10T20:36:33.068375] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-10T20:36:33.069130] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-10T20:36:33.069179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:33.069221] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:33.069247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:33.069301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:33.130174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:33.130952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:33.131039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:33.131071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:33.250248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:33.250413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:33.250452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:33.250479] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:33.253762] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-12-10T20:36:33.254202] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-10T20:36:33.254322] [INFO ] [sig       ] VMBS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:33.394619] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VMBS.txt
[2025-12-10T20:36:33.394777] [INFO ] [sig       ] [3413/3612] Completed VMBS in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.2m
[2025-12-10T20:36:33.394992] [INFO ] [sig       ] [3414/3612] Forecasting VMD...
[2025-12-10T20:36:33.395020] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-10T20:36:33.395048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-10T20:36:33.406495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-10T20:36:33.406907] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-10T20:36:33.407695] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-10T20:36:33.407782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:33.407818] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:33.407848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:33.407911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:33.466937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:33.467779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:33.467858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:33.467889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:33.584260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:33.584423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:33.584461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:33.584489] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:33.587737] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-12-10T20:36:33.588003] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-10T20:36:33.588122] [INFO ] [sig       ] VMD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:33.724963] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VMD.txt
[2025-12-10T20:36:33.725090] [INFO ] [sig       ] [3414/3612] Completed VMD in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:33.725129] [INFO ] [sig       ] [3415/3612] Forecasting VMI...
[2025-12-10T20:36:33.725156] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-10T20:36:33.725185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-10T20:36:33.736732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-10T20:36:33.737025] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-10T20:36:33.737802] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-10T20:36:33.737851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:33.737881] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:33.737907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:33.737961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:33.793380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:33.794093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:33.794170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:33.794201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:33.920093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:33.920281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:33.920322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:33.920349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:33.924249] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-12-10T20:36:33.924529] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-10T20:36:33.924679] [INFO ] [sig       ] VMI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:34.070141] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VMI.txt
[2025-12-10T20:36:34.070300] [INFO ] [sig       ] [3415/3612] Completed VMI in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:34.070338] [INFO ] [sig       ] [3416/3612] Forecasting VMO...
[2025-12-10T20:36:34.070367] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-10T20:36:34.070396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-10T20:36:34.081893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-10T20:36:34.082171] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-10T20:36:34.083087] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-10T20:36:34.083137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:34.083168] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:34.083194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:34.083248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:34.141389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:34.142014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:34.142088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:34.142118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:34.261026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:34.261170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:34.261208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:34.261236] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:34.264482] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-10T20:36:34.264765] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-10T20:36:34.264882] [INFO ] [sig       ] VMO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:34.405782] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VMO.txt
[2025-12-10T20:36:34.405904] [INFO ] [sig       ] [3416/3612] Completed VMO in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:34.405947] [INFO ] [sig       ] [3417/3612] Forecasting VNDA...
[2025-12-10T20:36:34.405976] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-10T20:36:34.406003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-10T20:36:34.417249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-10T20:36:34.417513] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-10T20:36:34.418478] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-10T20:36:34.418528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:34.418557] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:34.418603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:34.418663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:34.476876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:34.477480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:34.477555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:34.477604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:34.599889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:34.600046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:34.600088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:34.600116] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:34.604081] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-10T20:36:34.604356] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-10T20:36:34.604474] [INFO ] [sig       ] VNDA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:34.743746] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VNDA.txt
[2025-12-10T20:36:34.743868] [INFO ] [sig       ] [3417/3612] Completed VNDA in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:34.743913] [INFO ] [sig       ] [3418/3612] Forecasting VNO...
[2025-12-10T20:36:34.743942] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-10T20:36:34.743971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-10T20:36:34.756257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-10T20:36:34.756543] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-10T20:36:34.757305] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-10T20:36:34.757354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:34.757385] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:34.757411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:34.757466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:34.814326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:34.814984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:34.815060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:34.815091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:34.934269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:34.934402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:34.934439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:34.934465] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:34.937702] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-10T20:36:34.937986] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-10T20:36:34.938102] [INFO ] [sig       ] VNO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:35.078885] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VNO.txt
[2025-12-10T20:36:35.079038] [INFO ] [sig       ] [3418/3612] Completed VNO in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:35.079079] [INFO ] [sig       ] [3419/3612] Forecasting VNOM...
[2025-12-10T20:36:35.079106] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-10T20:36:35.079135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-10T20:36:35.093692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-10T20:36:35.094053] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-10T20:36:35.094833] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-10T20:36:35.094884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:35.094914] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:35.094940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:35.094994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:35.152650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:35.153715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:35.153825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:35.153858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:35.280204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:35.280357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:35.280399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:35.280427] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:35.284307] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-10T20:36:35.284602] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-10T20:36:35.284732] [INFO ] [sig       ] VNOM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:35.436698] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VNOM.txt
[2025-12-10T20:36:35.436835] [INFO ] [sig       ] [3419/3612] Completed VNOM in 0.4s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:35.436876] [INFO ] [sig       ] [3420/3612] Forecasting VNQI...
[2025-12-10T20:36:35.436906] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-10T20:36:35.436936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-10T20:36:35.448824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-10T20:36:35.449123] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-10T20:36:35.449908] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-10T20:36:35.449958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:35.449989] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:35.450017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:35.450072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:35.512205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:35.512869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:35.512945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:35.512977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:35.637376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:35.637523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:35.637563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:35.637627] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:35.641025] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=70.85%)
[2025-12-10T20:36:35.641294] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-10T20:36:35.641414] [INFO ] [sig       ] VNQI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:35.784333] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VNQI.txt
[2025-12-10T20:36:35.784457] [INFO ] [sig       ] [3420/3612] Completed VNQI in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:35.784494] [INFO ] [sig       ] [3421/3612] Forecasting VOC...
[2025-12-10T20:36:35.784522] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-10T20:36:35.784550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-10T20:36:35.796333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-10T20:36:35.796632] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-10T20:36:35.797366] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-10T20:36:35.797416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:35.797446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:35.797472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:35.797526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:35.856205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:35.856875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:35.856951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:35.856982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:35.976248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:35.976415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:35.976454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:35.976481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:35.980157] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-10T20:36:35.980436] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-10T20:36:35.980558] [INFO ] [sig       ] VOC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:36.133546] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VOC.txt
[2025-12-10T20:36:36.133685] [INFO ] [sig       ] [3421/3612] Completed VOC in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:36.133731] [INFO ] [sig       ] [3422/3612] Forecasting VOD...
[2025-12-10T20:36:36.133761] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-10T20:36:36.133790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-10T20:36:36.145648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-10T20:36:36.145939] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-10T20:36:36.146725] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-10T20:36:36.146775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:36.146997] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:36.147023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:36.147078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:36.207953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:36.208680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:36.208759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:36.208821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:36.328566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:36.328721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:36.328759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:36.328787] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:36.331992] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-10T20:36:36.332257] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-10T20:36:36.332376] [INFO ] [sig       ] VOD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:36.476883] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VOD.txt
[2025-12-10T20:36:36.477061] [INFO ] [sig       ] [3422/3612] Completed VOD in 0.3s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:36.477102] [INFO ] [sig       ] [3423/3612] Forecasting VONE...
[2025-12-10T20:36:36.477130] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-10T20:36:36.477159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-10T20:36:36.490216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-10T20:36:36.490561] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-10T20:36:36.491364] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-10T20:36:36.491428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:36.491485] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:36.491516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:36.491600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:36.552036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:36.552897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:36.552980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:36.553011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:36.675766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:36.675920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:36.675958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:36.675985] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:36.679795] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-10T20:36:36.680093] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-10T20:36:36.680229] [INFO ] [sig       ] VONE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:36.831214] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VONE.txt
[2025-12-10T20:36:36.831350] [INFO ] [sig       ] [3423/3612] Completed VONE in 0.4s | 2.87 sym/s | Total: 19.8m | ETA: 1.1m
[2025-12-10T20:36:36.831389] [INFO ] [sig       ] [3424/3612] Forecasting VONG...
[2025-12-10T20:36:36.831418] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-10T20:36:36.831447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-10T20:36:36.844096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-10T20:36:36.844492] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-10T20:36:36.845319] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-10T20:36:36.845372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:36.845403] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:36.845445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:36.845502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:36.905682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:36.907001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:36.907097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:36.907129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:37.038375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:37.038532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:37.038589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:37.038622] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:37.042777] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-10T20:36:37.043156] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-10T20:36:37.043312] [INFO ] [sig       ] VONG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:37.190849] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VONG.txt
[2025-12-10T20:36:37.191005] [INFO ] [sig       ] [3424/3612] Completed VONG in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:37.191050] [INFO ] [sig       ] [3425/3612] Forecasting VOTE...
[2025-12-10T20:36:37.191084] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-10T20:36:37.191115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-10T20:36:37.203147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-10T20:36:37.203519] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-10T20:36:37.204308] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-10T20:36:37.204359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:37.204391] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:37.204418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:37.204473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:37.265591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:37.266468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:37.266558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:37.266617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:37.392731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:37.392884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:37.392923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:37.392952] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:37.396660] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-10T20:36:37.396948] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-10T20:36:37.397073] [INFO ] [sig       ] VOTE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:37.548974] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VOTE.txt
[2025-12-10T20:36:37.549123] [INFO ] [sig       ] [3425/3612] Completed VOTE in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:37.549164] [INFO ] [sig       ] [3426/3612] Forecasting VPG...
[2025-12-10T20:36:37.549193] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-10T20:36:37.549221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-10T20:36:37.562371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-10T20:36:37.562712] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-10T20:36:37.563707] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-10T20:36:37.563759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:37.563818] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:37.563847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:37.563905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:37.626039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:37.626894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:37.627174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:37.627210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:37.750625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:37.750780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:37.750818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:37.750846] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:37.754424] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-12-10T20:36:37.754710] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-10T20:36:37.754829] [INFO ] [sig       ] VPG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:37.898297] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VPG.txt
[2025-12-10T20:36:37.898450] [INFO ] [sig       ] [3426/3612] Completed VPG in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:37.898490] [INFO ] [sig       ] [3427/3612] Forecasting VPLS...
[2025-12-10T20:36:37.898519] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-10T20:36:37.898547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-10T20:36:37.914118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-10T20:36:37.914661] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-10T20:36:37.915806] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-10T20:36:37.915875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:37.915917] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:37.915951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:37.916031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:37.999193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:38.000281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:38.000371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:38.000404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:38.126491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:38.126667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:38.126707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:38.126734] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:38.130242] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=55.85%)
[2025-12-10T20:36:38.130598] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-10T20:36:38.130737] [INFO ] [sig       ] VPLS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:38.282536] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VPLS.txt
[2025-12-10T20:36:38.282729] [INFO ] [sig       ] [3427/3612] Completed VPLS in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:38.282772] [INFO ] [sig       ] [3428/3612] Forecasting VRA...
[2025-12-10T20:36:38.282802] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-10T20:36:38.282839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-10T20:36:38.295704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-10T20:36:38.296012] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-10T20:36:38.296792] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-10T20:36:38.296842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:38.296873] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:38.296899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:38.296954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:38.354209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:38.354829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:38.354904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:38.355125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:38.474819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:38.474969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:38.475006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:38.475033] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:38.478372] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-10T20:36:38.478658] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-10T20:36:38.478776] [INFO ] [sig       ] VRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:38.622284] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VRA.txt
[2025-12-10T20:36:38.622427] [INFO ] [sig       ] [3428/3612] Completed VRA in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:38.622469] [INFO ] [sig       ] [3429/3612] Forecasting VRCA...
[2025-12-10T20:36:38.622497] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-10T20:36:38.622526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-10T20:36:38.635309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-10T20:36:38.635696] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-10T20:36:38.636452] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-10T20:36:38.636501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:38.636531] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:38.636555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:38.636629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:38.695378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:38.696436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:38.696516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:38.696546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:38.821907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:38.822053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:38.822090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:38.822149] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:38.826091] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-10T20:36:38.826360] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-10T20:36:38.826484] [INFO ] [sig       ] VRCA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:38.970362] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VRCA.txt
[2025-12-10T20:36:38.970503] [INFO ] [sig       ] [3429/3612] Completed VRCA in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:38.970543] [INFO ] [sig       ] [3430/3612] Forecasting VRDN...
[2025-12-10T20:36:38.970588] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-10T20:36:38.970620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-10T20:36:38.983927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-10T20:36:38.984249] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-10T20:36:38.985009] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-10T20:36:38.985059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:38.985090] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:38.985116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:38.985170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:39.044163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:39.044982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:39.045062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:39.045093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:39.168130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:39.168285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:39.168322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:39.168349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:39.171822] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-10T20:36:39.172087] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-10T20:36:39.172205] [INFO ] [sig       ] VRDN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:39.321736] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VRDN.txt
[2025-12-10T20:36:39.321889] [INFO ] [sig       ] [3430/3612] Completed VRDN in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.1m
[2025-12-10T20:36:39.321935] [INFO ] [sig       ] [3431/3612] Forecasting VRE...
[2025-12-10T20:36:39.321965] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-10T20:36:39.321993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-10T20:36:39.334869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-10T20:36:39.335216] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-10T20:36:39.336004] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-10T20:36:39.336056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:39.336087] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:39.336114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:39.336171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:39.397833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:39.398708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:39.398791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:39.398824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:39.521391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:39.521535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:39.521589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:39.521621] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:39.524912] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-10T20:36:39.525180] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-10T20:36:39.525300] [INFO ] [sig       ] VRE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:39.667689] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VRE.txt
[2025-12-10T20:36:39.667863] [INFO ] [sig       ] [3431/3612] Completed VRE in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:39.668094] [INFO ] [sig       ] [3432/3612] Forecasting VREX...
[2025-12-10T20:36:39.668123] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-10T20:36:39.668153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-10T20:36:39.680996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-10T20:36:39.681365] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-10T20:36:39.682553] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-10T20:36:39.682637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:39.682685] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:39.682724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:39.682796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:39.750371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:39.751606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:39.751708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:39.751752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:39.880224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:39.880373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:39.880411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:39.880437] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:39.884281] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-10T20:36:39.884556] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-10T20:36:39.884697] [INFO ] [sig       ] VREX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:40.033412] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VREX.txt
[2025-12-10T20:36:40.033594] [INFO ] [sig       ] [3432/3612] Completed VREX in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:40.033637] [INFO ] [sig       ] [3433/3612] Forecasting VRIG...
[2025-12-10T20:36:40.033665] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-10T20:36:40.033694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-10T20:36:40.045798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-10T20:36:40.046172] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-10T20:36:40.047132] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-10T20:36:40.047183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:40.047213] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:40.047239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:40.047294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:40.104692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:40.105597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:40.105675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:40.105706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:40.207202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:40.207378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:40.207433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:40.207467] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:40.212136] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-10T20:36:40.212616] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-10T20:36:40.212810] [INFO ] [sig       ] VRIG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:40.361126] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VRIG.txt
[2025-12-10T20:36:40.361270] [INFO ] [sig       ] [3433/3612] Completed VRIG in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:40.361309] [INFO ] [sig       ] [3434/3612] Forecasting VRNS...
[2025-12-10T20:36:40.361338] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-10T20:36:40.361366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-10T20:36:40.373400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-10T20:36:40.373832] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-10T20:36:40.374688] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-10T20:36:40.374741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:40.374772] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:40.374797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:40.374852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:40.432377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:40.433288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:40.433366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:40.433396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:40.558514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:40.558673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:40.558713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:40.558741] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:40.562452] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-10T20:36:40.562743] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-10T20:36:40.562870] [INFO ] [sig       ] VRNS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:40.703983] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VRNS.txt
[2025-12-10T20:36:40.704123] [INFO ] [sig       ] [3434/3612] Completed VRNS in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:40.704163] [INFO ] [sig       ] [3435/3612] Forecasting VRRM...
[2025-12-10T20:36:40.704190] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-10T20:36:40.704219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-10T20:36:40.716092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-10T20:36:40.716415] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-10T20:36:40.717264] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-10T20:36:40.717315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:40.717346] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:40.717371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:40.717438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:40.773954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:40.774735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:40.774811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:40.774842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:40.895795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:40.895950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:40.895988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:40.896016] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:40.899367] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-10T20:36:40.899661] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-10T20:36:40.899793] [INFO ] [sig       ] VRRM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:41.042555] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VRRM.txt
[2025-12-10T20:36:41.042710] [INFO ] [sig       ] [3435/3612] Completed VRRM in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:41.042749] [INFO ] [sig       ] [3436/3612] Forecasting VRSK...
[2025-12-10T20:36:41.042777] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-10T20:36:41.042806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-10T20:36:41.054287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-10T20:36:41.054627] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-10T20:36:41.055372] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-10T20:36:41.055422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:41.055452] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:41.055478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:41.055532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:41.111477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:41.112387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:41.112491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:41.112524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:41.234833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:41.234983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:41.235021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:41.235049] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:41.238728] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-10T20:36:41.239000] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-10T20:36:41.239312] [INFO ] [sig       ] VRSK: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:41.381882] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VRSK.txt
[2025-12-10T20:36:41.382215] [INFO ] [sig       ] [3436/3612] Completed VRSK in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:41.382256] [INFO ] [sig       ] [3437/3612] Forecasting VRSN...
[2025-12-10T20:36:41.382284] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-10T20:36:41.382312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-10T20:36:41.394711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-10T20:36:41.395274] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-10T20:36:41.396047] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-10T20:36:41.396109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:41.396140] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:41.396166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:41.396220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:41.458446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:41.459415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:41.459506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:41.459538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:41.584363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:41.584516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:41.584555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:41.584603] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:41.588122] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-10T20:36:41.588397] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-10T20:36:41.588518] [INFO ] [sig       ] VRSN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:41.736202] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VRSN.txt
[2025-12-10T20:36:41.736365] [INFO ] [sig       ] [3437/3612] Completed VRSN in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:41.736407] [INFO ] [sig       ] [3438/3612] Forecasting VRTS...
[2025-12-10T20:36:41.736435] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-10T20:36:41.736463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-10T20:36:41.749688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-10T20:36:41.750097] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-10T20:36:41.751042] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-10T20:36:41.751095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:41.751126] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:41.751153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:41.751209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:41.811379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:41.812287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:41.812373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:41.812406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:41.941248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:41.941408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:41.941446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:41.941475] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:41.945453] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-10T20:36:41.945769] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-10T20:36:41.945922] [INFO ] [sig       ] VRTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:42.098271] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VRTS.txt
[2025-12-10T20:36:42.098426] [INFO ] [sig       ] [3438/3612] Completed VRTS in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:42.098466] [INFO ] [sig       ] [3439/3612] Forecasting VRTX...
[2025-12-10T20:36:42.098497] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-10T20:36:42.098526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-10T20:36:42.110470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-10T20:36:42.110837] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-10T20:36:42.111619] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-10T20:36:42.111670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:42.111702] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:42.111728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:42.111784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:42.170363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:42.171227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:42.171308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:42.171340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:42.299761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:42.299942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:42.299985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:42.300015] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:42.303965] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=45.24%)
[2025-12-10T20:36:42.304264] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-10T20:36:42.304394] [INFO ] [sig       ] VRTX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:42.454331] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VRTX.txt
[2025-12-10T20:36:42.454511] [INFO ] [sig       ] [3439/3612] Completed VRTX in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 1.0m
[2025-12-10T20:36:42.454551] [INFO ] [sig       ] [3440/3612] Forecasting VS...
[2025-12-10T20:36:42.454598] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-10T20:36:42.454629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-10T20:36:42.467350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-10T20:36:42.467780] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-10T20:36:42.468893] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-10T20:36:42.468956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:42.468989] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:42.469016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:42.469072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:42.529648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:42.530744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:42.530826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:42.530859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:42.648219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:42.648370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:42.648410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:42.648439] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:42.652206] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-10T20:36:42.652501] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-10T20:36:42.652666] [INFO ] [sig       ] VS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:42.797846] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VS.txt
[2025-12-10T20:36:42.798199] [INFO ] [sig       ] [3440/3612] Completed VS in 0.3s | 2.87 sym/s | Total: 19.9m | ETA: 59.8s
[2025-12-10T20:36:42.798240] [INFO ] [sig       ] [3441/3612] Forecasting VSCO...
[2025-12-10T20:36:42.798271] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-10T20:36:42.798301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-10T20:36:42.810047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-10T20:36:42.810415] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-10T20:36:42.811195] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-10T20:36:42.811246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:42.811278] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:42.811305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:42.811360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:42.871516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:42.872411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:42.872494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:42.872527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:43.002418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:43.002618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:43.002664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:43.002693] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:43.006446] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-10T20:36:43.006747] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-10T20:36:43.006880] [INFO ] [sig       ] VSCO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:43.156037] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VSCO.txt
[2025-12-10T20:36:43.156187] [INFO ] [sig       ] [3441/3612] Completed VSCO in 0.4s | 2.87 sym/s | Total: 19.9m | ETA: 59.5s
[2025-12-10T20:36:43.156227] [INFO ] [sig       ] [3442/3612] Forecasting VSDA...
[2025-12-10T20:36:43.156255] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-10T20:36:43.156285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-10T20:36:43.168146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-10T20:36:43.168514] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-10T20:36:43.169306] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-10T20:36:43.169357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:43.169390] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:43.169415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:43.169471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:43.227516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:43.228395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:43.228479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:43.228512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:43.338323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:43.338478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:43.338518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:43.338546] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:43.341947] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-10T20:36:43.342278] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-10T20:36:43.342408] [INFO ] [sig       ] VSDA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:43.483220] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VSDA.txt
[2025-12-10T20:36:43.483368] [INFO ] [sig       ] [3442/3612] Completed VSDA in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 59.1s
[2025-12-10T20:36:43.483408] [INFO ] [sig       ] [3443/3612] Forecasting VSEC...
[2025-12-10T20:36:43.483437] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-10T20:36:43.483464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-10T20:36:43.495207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-10T20:36:43.495509] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-10T20:36:43.496263] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-10T20:36:43.496312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:43.496369] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:43.496396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:43.496452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:43.552270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:43.552971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:43.553050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:43.553081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:43.674281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:43.674430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:43.674469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:43.674496] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:43.677876] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-10T20:36:43.678151] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-10T20:36:43.678275] [INFO ] [sig       ] VSEC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:43.815533] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VSEC.txt
[2025-12-10T20:36:43.815703] [INFO ] [sig       ] [3443/3612] Completed VSEC in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 58.8s
[2025-12-10T20:36:43.815744] [INFO ] [sig       ] [3444/3612] Forecasting VSH...
[2025-12-10T20:36:43.815773] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-10T20:36:43.815801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-10T20:36:43.827633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-10T20:36:43.827956] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-10T20:36:43.828783] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-10T20:36:43.828844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:43.828882] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:43.828907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:43.828964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:43.888789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:43.889666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:43.889747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:43.889780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:44.018149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:44.018279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:44.018317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:44.018346] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:44.021632] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-10T20:36:44.021899] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-10T20:36:44.022018] [INFO ] [sig       ] VSH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:44.164186] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VSH.txt
[2025-12-10T20:36:44.164314] [INFO ] [sig       ] [3444/3612] Completed VSH in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 58.4s
[2025-12-10T20:36:44.164351] [INFO ] [sig       ] [3445/3612] Forecasting VSTM...
[2025-12-10T20:36:44.164379] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-10T20:36:44.164406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-10T20:36:44.178287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-10T20:36:44.178613] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-10T20:36:44.179366] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-10T20:36:44.179416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:44.179446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:44.179471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:44.179524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:44.237446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:44.238433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:44.238513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:44.238544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:44.361423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:44.361587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:44.361626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:44.361653] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:44.364905] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-10T20:36:44.365170] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-10T20:36:44.365289] [INFO ] [sig       ] VSTM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:44.504345] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VSTM.txt
[2025-12-10T20:36:44.504479] [INFO ] [sig       ] [3445/3612] Completed VSTM in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 58.1s
[2025-12-10T20:36:44.504539] [INFO ] [sig       ] [3446/3612] Forecasting VSTS...
[2025-12-10T20:36:44.504586] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-10T20:36:44.504619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-10T20:36:44.516523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-10T20:36:44.516871] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-10T20:36:44.517710] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-10T20:36:44.517786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:44.517818] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:44.517845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:44.517899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:44.579146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:44.579846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:44.579941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:44.579982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:44.704415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:44.704563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:44.704619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:44.704677] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:44.708565] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2025-12-10T20:36:44.708848] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-10T20:36:44.708975] [INFO ] [sig       ] VSTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:44.847382] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VSTS.txt
[2025-12-10T20:36:44.847530] [INFO ] [sig       ] [3446/3612] Completed VSTS in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 57.7s
[2025-12-10T20:36:44.847592] [INFO ] [sig       ] [3447/3612] Forecasting VTC...
[2025-12-10T20:36:44.847625] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-10T20:36:44.847654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-10T20:36:44.858775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-10T20:36:44.859091] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-10T20:36:44.859858] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-10T20:36:44.859909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:44.859940] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:44.859966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:44.860021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:44.916769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:44.917457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:44.917534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:44.917565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:45.036807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:45.036964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:45.037004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:45.037033] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:45.040804] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-10T20:36:45.041139] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-10T20:36:45.041278] [INFO ] [sig       ] VTC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:45.185732] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTC.txt
[2025-12-10T20:36:45.185874] [INFO ] [sig       ] [3447/3612] Completed VTC in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 57.4s
[2025-12-10T20:36:45.185915] [INFO ] [sig       ] [3448/3612] Forecasting VTEX...
[2025-12-10T20:36:45.185944] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-10T20:36:45.185972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-10T20:36:45.198944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-10T20:36:45.199266] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-10T20:36:45.200069] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-10T20:36:45.200119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:45.200162] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:45.200189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:45.200244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:45.258969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:45.259700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:45.259779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:45.259810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:45.374645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:45.374789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:45.374828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:45.374855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:45.378105] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-10T20:36:45.378374] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-10T20:36:45.378492] [INFO ] [sig       ] VTEX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:45.518238] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VTEX.txt
[2025-12-10T20:36:45.518362] [INFO ] [sig       ] [3448/3612] Completed VTEX in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 57.0s
[2025-12-10T20:36:45.518401] [INFO ] [sig       ] [3449/3612] Forecasting VTGN...
[2025-12-10T20:36:45.518428] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-10T20:36:45.518456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-10T20:36:45.529334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-10T20:36:45.529631] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-10T20:36:45.530369] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-10T20:36:45.530419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:45.530449] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:45.530475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:45.530529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:45.587555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:45.588221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:45.588299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:45.588330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:45.706212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:45.706361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:45.706400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:45.706426] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:45.709832] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-10T20:36:45.710145] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-10T20:36:45.710271] [INFO ] [sig       ] VTGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:45.860400] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VTGN.txt
[2025-12-10T20:36:45.860529] [INFO ] [sig       ] [3449/3612] Completed VTGN in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 56.7s
[2025-12-10T20:36:45.860568] [INFO ] [sig       ] [3450/3612] Forecasting VTIP...
[2025-12-10T20:36:45.860617] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-10T20:36:45.860646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-10T20:36:45.872557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-10T20:36:45.872875] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-10T20:36:45.873638] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-10T20:36:45.873689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:45.873720] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:45.873745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:45.873800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:45.932398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:45.933272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:45.933352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:45.933386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:46.053068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:46.053223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:46.053262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:46.053292] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:46.056727] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-10T20:36:46.057022] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-10T20:36:46.057153] [INFO ] [sig       ] VTIP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:46.205800] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTIP.txt
[2025-12-10T20:36:46.205933] [INFO ] [sig       ] [3450/3612] Completed VTIP in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 56.3s
[2025-12-10T20:36:46.205972] [INFO ] [sig       ] [3451/3612] Forecasting VTLE...
[2025-12-10T20:36:46.206000] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-10T20:36:46.206028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-10T20:36:46.217703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-10T20:36:46.218054] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-10T20:36:46.218857] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-10T20:36:46.218912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:46.218944] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:46.218971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:46.219027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:46.276857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:46.277774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:46.277851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:46.277882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:46.396761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:46.396904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:46.396943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:46.396969] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:46.400375] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-12-10T20:36:46.400657] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-10T20:36:46.400775] [INFO ] [sig       ] VTLE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:46.546819] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTLE.txt
[2025-12-10T20:36:46.546950] [INFO ] [sig       ] [3451/3612] Completed VTLE in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 56.0s
[2025-12-10T20:36:46.546995] [INFO ] [sig       ] [3452/3612] Forecasting VTMX...
[2025-12-10T20:36:46.547023] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-10T20:36:46.547052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-10T20:36:46.558341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-10T20:36:46.558650] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-10T20:36:46.559391] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-10T20:36:46.559439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:46.559470] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:46.559496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:46.559550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:46.615629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:46.616254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:46.616327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:46.616358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:46.735987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:46.736124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:46.736161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:46.736188] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:46.739460] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-10T20:36:46.739741] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-10T20:36:46.739856] [INFO ] [sig       ] VTMX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:46.885420] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTMX.txt
[2025-12-10T20:36:46.885542] [INFO ] [sig       ] [3452/3612] Completed VTMX in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 55.7s
[2025-12-10T20:36:46.885596] [INFO ] [sig       ] [3453/3612] Forecasting VTN...
[2025-12-10T20:36:46.885626] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-10T20:36:46.885654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-10T20:36:46.897115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-10T20:36:46.897386] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-10T20:36:46.898165] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-10T20:36:46.898214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:46.898244] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:46.898272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:46.898326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:46.956463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:46.957076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:46.957174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:46.957207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:47.069698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:47.069831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:47.069868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:47.069895] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:47.073145] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-10T20:36:47.073408] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-10T20:36:47.073542] [INFO ] [sig       ] VTN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:47.213928] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VTN.txt
[2025-12-10T20:36:47.214041] [INFO ] [sig       ] [3453/3612] Completed VTN in 0.3s | 2.87 sym/s | Total: 20.0m | ETA: 55.3s
[2025-12-10T20:36:47.214077] [INFO ] [sig       ] [3454/3612] Forecasting VTOL...
[2025-12-10T20:36:47.214107] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-10T20:36:47.214135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-10T20:36:47.226424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-10T20:36:47.226803] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-10T20:36:47.227631] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-10T20:36:47.227682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:47.227714] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:47.227759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:47.227815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:47.284965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:47.285825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:47.285914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:47.285946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:47.401695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:47.401854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:47.401893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:47.401920] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:47.405439] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-10T20:36:47.405734] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-10T20:36:47.405857] [INFO ] [sig       ] VTOL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:47.544900] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTOL.txt
[2025-12-10T20:36:47.545049] [INFO ] [sig       ] [3454/3612] Completed VTOL in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 55.0s
[2025-12-10T20:36:47.545088] [INFO ] [sig       ] [3455/3612] Forecasting VTRS...
[2025-12-10T20:36:47.545116] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-10T20:36:47.545145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-10T20:36:47.557030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-10T20:36:47.557352] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-10T20:36:47.558176] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-10T20:36:47.558228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:47.558260] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:47.558286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:47.558342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:47.614455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:47.615120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:47.615195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:47.615227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:47.735518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:47.735683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:47.735741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:47.735770] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:47.739607] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-10T20:36:47.739908] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-10T20:36:47.740045] [INFO ] [sig       ] VTRS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:47.885260] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTRS.txt
[2025-12-10T20:36:47.885401] [INFO ] [sig       ] [3455/3612] Completed VTRS in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 54.6s
[2025-12-10T20:36:47.885442] [INFO ] [sig       ] [3456/3612] Forecasting VTS...
[2025-12-10T20:36:47.885471] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-10T20:36:47.885499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-10T20:36:47.898173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-10T20:36:47.898526] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-10T20:36:47.899307] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-10T20:36:47.899359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:47.899392] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:47.899419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:47.899476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:47.961448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:47.962260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:47.962342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:47.962375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:48.081264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:48.081413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:48.081451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:48.081481] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:48.084906] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=49.79%)
[2025-12-10T20:36:48.085178] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-10T20:36:48.085299] [INFO ] [sig       ] VTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:48.231108] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTS.txt
[2025-12-10T20:36:48.231272] [INFO ] [sig       ] [3456/3612] Completed VTS in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 54.3s
[2025-12-10T20:36:48.231313] [INFO ] [sig       ] [3457/3612] Forecasting VTSI...
[2025-12-10T20:36:48.231341] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-10T20:36:48.231371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-10T20:36:48.243594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-10T20:36:48.243939] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-10T20:36:48.244750] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-10T20:36:48.244801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:48.244832] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:48.244861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:48.244915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:48.302144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:48.302942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:48.303022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:48.303053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:48.429582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:48.429727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:48.429765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:48.429792] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:48.433612] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2025-12-10T20:36:48.433880] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-10T20:36:48.434002] [INFO ] [sig       ] VTSI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:48.581123] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTSI.txt
[2025-12-10T20:36:48.581258] [INFO ] [sig       ] [3457/3612] Completed VTSI in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 53.9s
[2025-12-10T20:36:48.581298] [INFO ] [sig       ] [3458/3612] Forecasting VTWG...
[2025-12-10T20:36:48.581327] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-10T20:36:48.581356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-10T20:36:48.594174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-10T20:36:48.594533] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-10T20:36:48.595469] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-10T20:36:48.595533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:48.595600] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:48.595647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:48.595705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:48.655839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:48.656516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:48.656610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:48.656645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:48.780170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:48.780512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:48.780553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:48.780597] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:48.784185] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-10T20:36:48.784467] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-10T20:36:48.784614] [INFO ] [sig       ] VTWG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:48.925473] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTWG.txt
[2025-12-10T20:36:48.925655] [INFO ] [sig       ] [3458/3612] Completed VTWG in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 53.6s
[2025-12-10T20:36:48.925699] [INFO ] [sig       ] [3459/3612] Forecasting VTWO...
[2025-12-10T20:36:48.925727] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-10T20:36:48.925757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-10T20:36:48.938266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-10T20:36:48.938587] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-10T20:36:48.939608] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-10T20:36:48.939659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:48.939701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:48.939728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:48.939782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:48.999494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:49.000248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:49.000329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:49.000360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:49.122839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:49.122987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:49.123027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:49.123067] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:49.126448] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-10T20:36:49.126746] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-10T20:36:49.126873] [INFO ] [sig       ] VTWO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:49.267798] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VTWO.txt
[2025-12-10T20:36:49.267942] [INFO ] [sig       ] [3459/3612] Completed VTWO in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 53.2s
[2025-12-10T20:36:49.267987] [INFO ] [sig       ] [3460/3612] Forecasting VTYX...
[2025-12-10T20:36:49.268016] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-10T20:36:49.268044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-10T20:36:49.280480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-10T20:36:49.280801] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-10T20:36:49.281587] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-10T20:36:49.281640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:49.281696] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:49.281724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:49.281780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:49.342538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:49.343278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:49.343359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:49.343391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:49.472016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:49.472372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:49.472419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:49.472452] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:49.475906] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-10T20:36:49.476174] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-10T20:36:49.476295] [INFO ] [sig       ] VTYX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:49.618337] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VTYX.txt
[2025-12-10T20:36:49.618476] [INFO ] [sig       ] [3460/3612] Completed VTYX in 0.4s | 2.88 sym/s | Total: 20.1m | ETA: 52.9s
[2025-12-10T20:36:49.618516] [INFO ] [sig       ] [3461/3612] Forecasting VUZI...
[2025-12-10T20:36:49.618545] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-10T20:36:49.618591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-10T20:36:49.630202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-10T20:36:49.630521] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-10T20:36:49.631282] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-10T20:36:49.631332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:49.631362] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:49.631388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:49.631442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:49.687140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:49.687791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:49.687867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:49.687898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:49.805775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:49.805914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:49.805952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:49.805983] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:49.809418] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-10T20:36:49.809723] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-10T20:36:49.809850] [INFO ] [sig       ] VUZI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:49.949064] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VUZI.txt
[2025-12-10T20:36:49.949184] [INFO ] [sig       ] [3461/3612] Completed VUZI in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 52.5s
[2025-12-10T20:36:49.949221] [INFO ] [sig       ] [3462/3612] Forecasting VVOS...
[2025-12-10T20:36:49.949249] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-10T20:36:49.949278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-10T20:36:49.960019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-10T20:36:49.960305] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-10T20:36:49.961065] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-10T20:36:49.961115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:49.961146] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:49.961172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:49.961227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:50.018217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:50.019101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:50.019187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:50.019220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:50.133490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:50.133650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:50.133687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:50.133715] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:50.137293] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-10T20:36:50.137554] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-10T20:36:50.137693] [INFO ] [sig       ] VVOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:50.280088] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VVOS.txt
[2025-12-10T20:36:50.280417] [INFO ] [sig       ] [3462/3612] Completed VVOS in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 52.2s
[2025-12-10T20:36:50.280470] [INFO ] [sig       ] [3463/3612] Forecasting VVX...
[2025-12-10T20:36:50.280500] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-10T20:36:50.280529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-10T20:36:50.293046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-10T20:36:50.293347] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-10T20:36:50.294104] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-10T20:36:50.294153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:50.294184] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:50.294210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:50.294264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:50.351981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:50.352912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:50.352989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:50.353020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:50.476486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:50.476656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:50.476697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:50.476754] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:50.480083] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-10T20:36:50.480357] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-10T20:36:50.480480] [INFO ] [sig       ] VVX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:50.624986] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VVX.txt
[2025-12-10T20:36:50.625132] [INFO ] [sig       ] [3463/3612] Completed VVX in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 51.8s
[2025-12-10T20:36:50.625169] [INFO ] [sig       ] [3464/3612] Forecasting VWOB...
[2025-12-10T20:36:50.625199] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-10T20:36:50.625227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-10T20:36:50.637207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-10T20:36:50.637588] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-10T20:36:50.638370] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-10T20:36:50.638420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:50.638450] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:50.638475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:50.638529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:50.697845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:50.698679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:50.698759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:50.698790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:50.821477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:50.821640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:50.821680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:50.821707] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:50.825509] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-10T20:36:50.825795] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-10T20:36:50.825919] [INFO ] [sig       ] VWOB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:50.964414] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VWOB.txt
[2025-12-10T20:36:50.964539] [INFO ] [sig       ] [3464/3612] Completed VWOB in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 51.5s
[2025-12-10T20:36:50.964595] [INFO ] [sig       ] [3465/3612] Forecasting VXUS...
[2025-12-10T20:36:50.964626] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-10T20:36:50.964654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-10T20:36:50.978003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-10T20:36:50.978322] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-10T20:36:50.979080] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-10T20:36:50.979129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:50.979159] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:50.979184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:50.979239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:51.035676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:51.036373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:51.036449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:51.036479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:51.158165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:51.158323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:51.158361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:51.158391] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:51.161870] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-10T20:36:51.162166] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-10T20:36:51.162293] [INFO ] [sig       ] VXUS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:51.328087] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VXUS.txt
[2025-12-10T20:36:51.328254] [INFO ] [sig       ] [3465/3612] Completed VXUS in 0.4s | 2.88 sym/s | Total: 20.1m | ETA: 51.1s
[2025-12-10T20:36:51.328296] [INFO ] [sig       ] [3466/3612] Forecasting VYMI...
[2025-12-10T20:36:51.328325] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-10T20:36:51.328354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-10T20:36:51.341081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-10T20:36:51.341487] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-10T20:36:51.342366] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-10T20:36:51.342420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:51.342472] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:51.342518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:51.342594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:51.402753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:51.403710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:51.403802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:51.403835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:51.533410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:51.533613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:51.533664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:51.533720] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:51.538371] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-12-10T20:36:51.538815] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-10T20:36:51.538994] [INFO ] [sig       ] VYMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:51.768986] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VYMI.txt
[2025-12-10T20:36:51.769234] [INFO ] [sig       ] [3466/3612] Completed VYMI in 0.4s | 2.87 sym/s | Total: 20.1m | ETA: 50.8s
[2025-12-10T20:36:51.769299] [INFO ] [sig       ] [3467/3612] Forecasting VYX...
[2025-12-10T20:36:51.769350] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-10T20:36:51.769398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-10T20:36:51.785661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-10T20:36:51.786167] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-10T20:36:51.787104] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-10T20:36:51.787161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:51.787194] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:51.787220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:51.787277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:51.865392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:51.866696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:51.866822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:51.866874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:52.037342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:52.037532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:52.037620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:52.037674] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:52.042987] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-10T20:36:52.043460] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-10T20:36:52.043679] [INFO ] [sig       ] VYX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:52.266348] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/VYX.txt
[2025-12-10T20:36:52.266562] [INFO ] [sig       ] [3467/3612] Completed VYX in 0.5s | 2.87 sym/s | Total: 20.1m | ETA: 50.4s
[2025-12-10T20:36:52.266648] [INFO ] [sig       ] [3468/3612] Forecasting VZ...
[2025-12-10T20:36:52.266694] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-10T20:36:52.266739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-10T20:36:52.283339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-10T20:36:52.283839] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-10T20:36:52.284957] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-10T20:36:52.285024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:52.285072] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:52.285114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:52.285202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:52.367843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:52.369066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:52.369221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:52.369297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:52.527494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:52.527740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:52.527789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:52.527818] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:52.531403] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=43.28%)
[2025-12-10T20:36:52.531724] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-10T20:36:52.531860] [INFO ] [sig       ] VZ: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:52.678294] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/VZ.txt
[2025-12-10T20:36:52.678448] [INFO ] [sig       ] [3468/3612] Completed VZ in 0.4s | 2.87 sym/s | Total: 20.1m | ETA: 50.1s
[2025-12-10T20:36:52.678489] [INFO ] [sig       ] [3469/3612] Forecasting WAB...
[2025-12-10T20:36:52.678518] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-10T20:36:52.678548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-10T20:36:52.690597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-10T20:36:52.690962] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-10T20:36:52.691809] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-10T20:36:52.691862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:52.691893] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:52.691919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:52.691979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:52.751397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:52.752324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:52.752406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:52.752439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:52.876365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:52.876510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:52.876550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:52.876595] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:52.880254] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-10T20:36:52.880590] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-10T20:36:52.880720] [INFO ] [sig       ] WAB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:53.024023] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WAB.txt
[2025-12-10T20:36:53.024155] [INFO ] [sig       ] [3469/3612] Completed WAB in 0.3s | 2.87 sym/s | Total: 20.1m | ETA: 49.7s
[2025-12-10T20:36:53.024195] [INFO ] [sig       ] [3470/3612] Forecasting WABC...
[2025-12-10T20:36:53.024223] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-10T20:36:53.024251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-10T20:36:53.034958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-10T20:36:53.035299] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-10T20:36:53.036127] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-10T20:36:53.036190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:53.036234] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:53.036286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:53.036353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:53.095327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:53.096043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:53.096122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:53.096183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:53.213718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:53.213874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:53.213913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:53.213941] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:53.217424] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-10T20:36:53.217713] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-10T20:36:53.218052] [INFO ] [sig       ] WABC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:53.359062] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WABC.txt
[2025-12-10T20:36:53.359209] [INFO ] [sig       ] [3470/3612] Completed WABC in 0.3s | 2.87 sym/s | Total: 20.1m | ETA: 49.4s
[2025-12-10T20:36:53.359249] [INFO ] [sig       ] [3471/3612] Forecasting WAFD...
[2025-12-10T20:36:53.359277] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-10T20:36:53.359307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-10T20:36:53.370855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-10T20:36:53.371246] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-10T20:36:53.372023] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-10T20:36:53.372074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:53.372105] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:53.372131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:53.372185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:53.430003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:53.430875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:53.430973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:53.431005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:53.550111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:53.550267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:53.550306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:53.550333] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:53.553908] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-10T20:36:53.554208] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-10T20:36:53.554342] [INFO ] [sig       ] WAFD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:53.705295] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WAFD.txt
[2025-12-10T20:36:53.705429] [INFO ] [sig       ] [3471/3612] Completed WAFD in 0.3s | 2.87 sym/s | Total: 20.1m | ETA: 49.1s
[2025-12-10T20:36:53.705468] [INFO ] [sig       ] [3472/3612] Forecasting WAFDP...
[2025-12-10T20:36:53.705497] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-10T20:36:53.705528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-10T20:36:53.718427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-10T20:36:53.718822] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-10T20:36:53.719627] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-10T20:36:53.719678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:53.719710] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:53.719737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:53.719793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:53.788765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:53.789665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:53.789748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:53.789783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:53.902326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:53.902477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:53.902516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:53.902545] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:53.905967] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-12-10T20:36:53.906241] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-10T20:36:53.906360] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:54.054739] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WAFDP.txt
[2025-12-10T20:36:54.054886] [INFO ] [sig       ] [3472/3612] Completed WAFDP in 0.3s | 2.87 sym/s | Total: 20.1m | ETA: 48.7s
[2025-12-10T20:36:54.054927] [INFO ] [sig       ] [3473/3612] Forecasting WAL...
[2025-12-10T20:36:54.054955] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-10T20:36:54.054983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-10T20:36:54.069904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-10T20:36:54.070253] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-10T20:36:54.071026] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-10T20:36:54.071076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:54.071107] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:54.071134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:54.071189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:54.130916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:54.131761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:54.131841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:54.131875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:54.251254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:54.251410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:54.251448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:54.251475] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:54.254752] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-10T20:36:54.255016] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-10T20:36:54.255133] [INFO ] [sig       ] WAL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:54.402937] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WAL.txt
[2025-12-10T20:36:54.403097] [INFO ] [sig       ] [3473/3612] Completed WAL in 0.3s | 2.87 sym/s | Total: 20.1m | ETA: 48.4s
[2025-12-10T20:36:54.403137] [INFO ] [sig       ] [3474/3612] Forecasting WALD...
[2025-12-10T20:36:54.403166] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-10T20:36:54.403201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-10T20:36:54.420232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-10T20:36:54.420759] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-10T20:36:54.421757] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-10T20:36:54.421806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:54.421836] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:54.421861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:54.421915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:54.482308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:54.483227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:54.483315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:54.483350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:54.650170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:54.650322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:54.650556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:54.650599] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:54.654275] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-10T20:36:54.654541] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-10T20:36:54.654679] [INFO ] [sig       ] WALD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:54.793878] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WALD.txt
[2025-12-10T20:36:54.793993] [INFO ] [sig       ] [3474/3612] Completed WALD in 0.4s | 2.87 sym/s | Total: 20.1m | ETA: 48.0s
[2025-12-10T20:36:54.794032] [INFO ] [sig       ] [3475/3612] Forecasting WASH...
[2025-12-10T20:36:54.794058] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-10T20:36:54.794086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-10T20:36:54.806067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-10T20:36:54.806369] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-10T20:36:54.807127] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-10T20:36:54.807177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:54.807207] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:54.807233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:54.807286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:54.864875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:54.865460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:54.865535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:54.865565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:54.984537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:54.984695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:54.984734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:54.984761] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:54.988002] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-10T20:36:54.988264] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-10T20:36:54.988383] [INFO ] [sig       ] WASH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:55.131597] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WASH.txt
[2025-12-10T20:36:55.131722] [INFO ] [sig       ] [3475/3612] Completed WASH in 0.3s | 2.87 sym/s | Total: 20.1m | ETA: 47.7s
[2025-12-10T20:36:55.131761] [INFO ] [sig       ] [3476/3612] Forecasting WAVE...
[2025-12-10T20:36:55.131789] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-10T20:36:55.131817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-10T20:36:55.143941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-10T20:36:55.144212] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-10T20:36:55.145158] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-10T20:36:55.145207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:55.145432] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:55.145457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:55.145511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:55.203940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:55.204524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:55.204615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:55.204648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:55.314632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:55.314761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:55.314797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:55.314825] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:55.318377] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-10T20:36:55.318851] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-10T20:36:55.318971] [INFO ] [sig       ] WAVE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:55.461480] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WAVE.txt
[2025-12-10T20:36:55.461628] [INFO ] [sig       ] [3476/3612] Completed WAVE in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 47.3s
[2025-12-10T20:36:55.461668] [INFO ] [sig       ] [3477/3612] Forecasting WAY...
[2025-12-10T20:36:55.461697] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-10T20:36:55.461725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-10T20:36:55.473938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-10T20:36:55.474281] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-10T20:36:55.475042] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-10T20:36:55.475093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:55.475153] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:55.475180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:55.475235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:55.533815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:55.534686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:55.534768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:55.534799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:55.658677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:55.658832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:55.658872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:55.658898] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:55.662639] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-10T20:36:55.662942] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-10T20:36:55.663079] [INFO ] [sig       ] WAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:55.808833] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WAY.txt
[2025-12-10T20:36:55.808971] [INFO ] [sig       ] [3477/3612] Completed WAY in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 47.0s
[2025-12-10T20:36:55.809010] [INFO ] [sig       ] [3478/3612] Forecasting WB...
[2025-12-10T20:36:55.809039] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-10T20:36:55.809067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-10T20:36:55.820737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-10T20:36:55.821030] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-10T20:36:55.821823] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-10T20:36:55.821874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:55.821904] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:55.821929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:55.821984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:55.877774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:55.878475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:55.878552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:55.878601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:56.001257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:56.001405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:56.001442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:56.001469] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:56.005108] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-10T20:36:56.005370] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-10T20:36:56.005486] [INFO ] [sig       ] WB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:56.149237] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WB.txt
[2025-12-10T20:36:56.149376] [INFO ] [sig       ] [3478/3612] Completed WB in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 46.6s
[2025-12-10T20:36:56.149413] [INFO ] [sig       ] [3479/3612] Forecasting WBD...
[2025-12-10T20:36:56.149442] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-10T20:36:56.149471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-10T20:36:56.161478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-10T20:36:56.161755] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-10T20:36:56.162698] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-10T20:36:56.162747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:56.162778] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:56.162804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:56.162858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:56.221824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:56.222522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:56.222618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:56.222651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:56.344922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:56.345073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:56.345111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:56.345138] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:56.348404] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-10T20:36:56.348686] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-10T20:36:56.348804] [INFO ] [sig       ] WBD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:56.486389] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WBD.txt
[2025-12-10T20:36:56.486492] [INFO ] [sig       ] [3479/3612] Completed WBD in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 46.3s
[2025-12-10T20:36:56.486530] [INFO ] [sig       ] [3480/3612] Forecasting WBS...
[2025-12-10T20:36:56.486557] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-10T20:36:56.486603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-10T20:36:56.498549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-10T20:36:56.498829] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-10T20:36:56.499558] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-10T20:36:56.499626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:56.499657] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:56.499683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:56.499739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:56.557611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:56.558477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:56.558562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:56.558615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:56.681849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:56.681996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:56.682035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:56.682062] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:56.685387] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-10T20:36:56.685670] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-10T20:36:56.685792] [INFO ] [sig       ] WBS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:56.831350] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WBS.txt
[2025-12-10T20:36:56.831473] [INFO ] [sig       ] [3480/3612] Completed WBS in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 45.9s
[2025-12-10T20:36:56.831512] [INFO ] [sig       ] [3481/3612] Forecasting WBTN...
[2025-12-10T20:36:56.831539] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-10T20:36:56.831566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-10T20:36:56.844920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-10T20:36:56.845202] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-10T20:36:56.845974] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-10T20:36:56.846023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:56.846054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:56.846079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:56.846138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:56.903104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:56.903772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:56.903848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:56.903879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:57.027628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:57.027791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:57.027828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:57.027855] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:57.031106] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-10T20:36:57.031366] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-10T20:36:57.031483] [INFO ] [sig       ] WBTN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:57.170148] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WBTN.txt
[2025-12-10T20:36:57.170303] [INFO ] [sig       ] [3481/3612] Completed WBTN in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 45.6s
[2025-12-10T20:36:57.170341] [INFO ] [sig       ] [3482/3612] Forecasting WBX...
[2025-12-10T20:36:57.170370] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-10T20:36:57.170398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-10T20:36:57.183198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-10T20:36:57.183587] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-10T20:36:57.184364] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-10T20:36:57.184414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:57.184444] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:57.184468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:57.184522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:57.241080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:57.241929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:57.242007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:57.242039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:57.367065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:57.367212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:57.367250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:57.367277] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:57.370526] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-10T20:36:57.370805] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-10T20:36:57.370923] [INFO ] [sig       ] WBX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:57.511795] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WBX.txt
[2025-12-10T20:36:57.511942] [INFO ] [sig       ] [3482/3612] Completed WBX in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 45.2s
[2025-12-10T20:36:57.511981] [INFO ] [sig       ] [3483/3612] Forecasting WCC...
[2025-12-10T20:36:57.512010] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-10T20:36:57.512038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-10T20:36:57.524188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-10T20:36:57.524526] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-10T20:36:57.525285] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-10T20:36:57.525347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:57.525379] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:57.525404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:57.525458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:57.586301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:57.587165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:57.587247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:57.587280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:57.717542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:57.717711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:57.717777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:57.717805] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:57.721212] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-12-10T20:36:57.721588] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-10T20:36:57.721729] [INFO ] [sig       ] WCC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:57.874888] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WCC.txt
[2025-12-10T20:36:57.875041] [INFO ] [sig       ] [3483/3612] Completed WCC in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 44.9s
[2025-12-10T20:36:57.875081] [INFO ] [sig       ] [3484/3612] Forecasting WCLD...
[2025-12-10T20:36:57.875110] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-10T20:36:57.875139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-10T20:36:57.888774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-10T20:36:57.889154] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-10T20:36:57.889987] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-10T20:36:57.890038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:57.890069] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:57.890095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:57.890149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:57.951020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:57.951917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:57.951999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:57.952033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:58.078688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:58.078843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:58.078882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:58.078910] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:58.082676] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-12-10T20:36:58.082990] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-10T20:36:58.083122] [INFO ] [sig       ] WCLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:58.244387] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WCLD.txt
[2025-12-10T20:36:58.244543] [INFO ] [sig       ] [3484/3612] Completed WCLD in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 44.5s
[2025-12-10T20:36:58.244613] [INFO ] [sig       ] [3485/3612] Forecasting WD...
[2025-12-10T20:36:58.244657] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-10T20:36:58.244699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-10T20:36:58.257782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-10T20:36:58.258159] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-10T20:36:58.258942] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-10T20:36:58.258992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:58.259022] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:58.259048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:58.259103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:58.319344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:58.320253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:58.320336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:58.320368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:58.443935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:58.444087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:58.444126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:58.444153] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:58.447843] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-10T20:36:58.448141] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-10T20:36:58.448266] [INFO ] [sig       ] WD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:58.598171] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WD.txt
[2025-12-10T20:36:58.598325] [INFO ] [sig       ] [3485/3612] Completed WD in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 44.2s
[2025-12-10T20:36:58.598367] [INFO ] [sig       ] [3486/3612] Forecasting WDAY...
[2025-12-10T20:36:58.598397] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-10T20:36:58.598428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-10T20:36:58.611304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-10T20:36:58.611689] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-10T20:36:58.612485] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-10T20:36:58.612536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:58.612585] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:58.612615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:58.612671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:58.678131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:58.679029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:58.679115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:58.679148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:58.806833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:58.806986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:58.807025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:58.807054] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:58.811079] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2025-12-10T20:36:58.811369] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-10T20:36:58.811496] [INFO ] [sig       ] WDAY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:58.957651] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WDAY.txt
[2025-12-10T20:36:58.957805] [INFO ] [sig       ] [3486/3612] Completed WDAY in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 43.8s
[2025-12-10T20:36:58.957852] [INFO ] [sig       ] [3487/3612] Forecasting WDC...
[2025-12-10T20:36:58.957883] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-10T20:36:58.957911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-10T20:36:58.970659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-10T20:36:58.971040] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-10T20:36:58.971846] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-10T20:36:58.971898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:58.971931] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:58.971959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:58.972015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:59.034198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:59.035058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:59.035216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:59.035258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:59.169716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:59.169876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:59.169916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:59.169945] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:59.173757] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-10T20:36:59.174027] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-10T20:36:59.174148] [INFO ] [sig       ] WDC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:36:59.320786] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WDC.txt
[2025-12-10T20:36:59.320935] [INFO ] [sig       ] [3487/3612] Completed WDC in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 43.5s
[2025-12-10T20:36:59.320976] [INFO ] [sig       ] [3488/3612] Forecasting WDFC...
[2025-12-10T20:36:59.321004] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-10T20:36:59.321032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-10T20:36:59.334948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-10T20:36:59.335274] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-10T20:36:59.336097] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-10T20:36:59.336149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:59.336181] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:59.336208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:59.336263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:59.396191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:59.397158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:59.397245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:59.397277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:59.526897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:59.527056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:59.527096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:59.527123] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:59.531068] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=40.79%)
[2025-12-10T20:36:59.531639] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-10T20:36:59.531821] [INFO ] [sig       ] WDFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:36:59.687226] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WDFC.txt
[2025-12-10T20:36:59.687382] [INFO ] [sig       ] [3488/3612] Completed WDFC in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 43.1s
[2025-12-10T20:36:59.687421] [INFO ] [sig       ] [3489/3612] Forecasting WDH...
[2025-12-10T20:36:59.687450] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-10T20:36:59.687479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-10T20:36:59.699776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-10T20:36:59.700154] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-10T20:36:59.700925] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-10T20:36:59.700975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:36:59.701005] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:36:59.701031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:36:59.701085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:36:59.760034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:36:59.760892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:36:59.760976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:36:59.761008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:36:59.885861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:36:59.886026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:36:59.886065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:36:59.886092] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:36:59.889737] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-10T20:36:59.890038] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-10T20:36:59.890168] [INFO ] [sig       ] WDH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:00.044817] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WDH.txt
[2025-12-10T20:37:00.044984] [INFO ] [sig       ] [3489/3612] Completed WDH in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 42.8s
[2025-12-10T20:37:00.045027] [INFO ] [sig       ] [3490/3612] Forecasting WDI...
[2025-12-10T20:37:00.045058] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-10T20:37:00.045089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-10T20:37:00.058811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-10T20:37:00.059167] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-10T20:37:00.060164] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-10T20:37:00.060215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:00.060247] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:00.060274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:00.060329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:00.117610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:00.118505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:00.118610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:00.118651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:00.240929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:00.241079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:00.241135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:00.241163] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:00.245029] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-10T20:37:00.245296] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-10T20:37:00.245413] [INFO ] [sig       ] WDI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:00.389976] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WDI.txt
[2025-12-10T20:37:00.390144] [INFO ] [sig       ] [3490/3612] Completed WDI in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 42.4s
[2025-12-10T20:37:00.390185] [INFO ] [sig       ] [3491/3612] Forecasting WDS...
[2025-12-10T20:37:00.390213] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-10T20:37:00.390242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-10T20:37:00.404414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-10T20:37:00.404750] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-10T20:37:00.405685] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-10T20:37:00.405735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:00.405767] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:00.405793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:00.405848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:00.465858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:00.466733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:00.466816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:00.466847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:00.588464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:00.588633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:00.588672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:00.588701] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:00.592764] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-10T20:37:00.593056] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-10T20:37:00.593186] [INFO ] [sig       ] WDS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:00.740370] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WDS.txt
[2025-12-10T20:37:00.740552] [INFO ] [sig       ] [3491/3612] Completed WDS in 0.4s | 2.87 sym/s | Total: 20.2m | ETA: 42.1s
[2025-12-10T20:37:00.740609] [INFO ] [sig       ] [3492/3612] Forecasting WEA...
[2025-12-10T20:37:00.740642] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-10T20:37:00.740671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-10T20:37:00.753559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-10T20:37:00.753980] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-10T20:37:00.754851] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-10T20:37:00.754905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:00.754936] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:00.754963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:00.755018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:00.813146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:00.814192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:00.814286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:00.814318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:00.931313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:00.931476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:00.931513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:00.931541] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:00.934948] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-10T20:37:00.935232] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-10T20:37:00.935360] [INFO ] [sig       ] WEA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:01.084821] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WEA.txt
[2025-12-10T20:37:01.084978] [INFO ] [sig       ] [3492/3612] Completed WEA in 0.3s | 2.87 sym/s | Total: 20.2m | ETA: 41.7s
[2025-12-10T20:37:01.085017] [INFO ] [sig       ] [3493/3612] Forecasting WEC...
[2025-12-10T20:37:01.085046] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-10T20:37:01.085074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-10T20:37:01.098038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-10T20:37:01.098469] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-10T20:37:01.099284] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-10T20:37:01.099336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:01.099369] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:01.099395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:01.099450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:01.161724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:01.162605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:01.162691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:01.162723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:01.295698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:01.295858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:01.295899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:01.295926] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:01.300003] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-10T20:37:01.300309] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-10T20:37:01.300471] [INFO ] [sig       ] WEC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:01.446861] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WEC.txt
[2025-12-10T20:37:01.447045] [INFO ] [sig       ] [3493/3612] Completed WEC in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 41.4s
[2025-12-10T20:37:01.447096] [INFO ] [sig       ] [3494/3612] Forecasting WEN...
[2025-12-10T20:37:01.447125] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-10T20:37:01.447153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-10T20:37:01.459990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-10T20:37:01.460312] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-10T20:37:01.461344] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-10T20:37:01.461403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:01.461467] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:01.461506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:01.461565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:01.522378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:01.523121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:01.523203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:01.523237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:01.647206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:01.647358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:01.647404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:01.647432] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:01.651255] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-12-10T20:37:01.651729] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-10T20:37:01.651879] [INFO ] [sig       ] WEN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:01.802185] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WEN.txt
[2025-12-10T20:37:01.802361] [INFO ] [sig       ] [3494/3612] Completed WEN in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 41.1s
[2025-12-10T20:37:01.802418] [INFO ] [sig       ] [3495/3612] Forecasting WERN...
[2025-12-10T20:37:01.802457] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-10T20:37:01.802489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-10T20:37:01.814879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-10T20:37:01.815190] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-10T20:37:01.815999] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-10T20:37:01.816050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:01.816082] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:01.816107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:01.816163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:01.875108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:01.876134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:01.876216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:01.876249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:01.996909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:01.997071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:01.997112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:01.997140] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:02.000607] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-10T20:37:02.000900] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-10T20:37:02.001030] [INFO ] [sig       ] WERN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:02.153507] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WERN.txt
[2025-12-10T20:37:02.153689] [INFO ] [sig       ] [3495/3612] Completed WERN in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 40.7s
[2025-12-10T20:37:02.153735] [INFO ] [sig       ] [3496/3612] Forecasting WES...
[2025-12-10T20:37:02.153773] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-10T20:37:02.153804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-10T20:37:02.167412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-10T20:37:02.167845] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-10T20:37:02.168686] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-10T20:37:02.168739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:02.168771] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:02.168799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:02.168871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:02.230104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:02.231034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:02.231128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:02.231160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:02.352676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:02.352838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:02.352877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:02.352904] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:02.356244] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=38.22%)
[2025-12-10T20:37:02.356515] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-10T20:37:02.356652] [INFO ] [sig       ] WES: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:02.501124] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WES.txt
[2025-12-10T20:37:02.501253] [INFO ] [sig       ] [3496/3612] Completed WES in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 40.4s
[2025-12-10T20:37:02.501292] [INFO ] [sig       ] [3497/3612] Forecasting WEX...
[2025-12-10T20:37:02.501320] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-10T20:37:02.501349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-10T20:37:02.514296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-10T20:37:02.514779] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-10T20:37:02.515715] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-10T20:37:02.515765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:02.515795] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:02.515821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:02.515875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:02.573284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:02.574146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:02.574222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:02.574253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:02.696458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:02.696634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:02.696674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:02.696732] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:02.700065] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-10T20:37:02.700332] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-10T20:37:02.700452] [INFO ] [sig       ] WEX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:02.841296] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WEX.txt
[2025-12-10T20:37:02.841424] [INFO ] [sig       ] [3497/3612] Completed WEX in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 40.0s
[2025-12-10T20:37:02.841462] [INFO ] [sig       ] [3498/3612] Forecasting WEYS...
[2025-12-10T20:37:02.841490] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-10T20:37:02.841524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-10T20:37:02.853242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-10T20:37:02.853603] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-10T20:37:02.854340] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-10T20:37:02.854390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:02.854590] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:02.854619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:02.854673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:02.912150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:02.912845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:02.912935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:02.912968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:03.017937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:03.018071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:03.018108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:03.018135] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:03.021304] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-10T20:37:03.021563] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-10T20:37:03.021699] [INFO ] [sig       ] WEYS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:03.160206] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WEYS.txt
[2025-12-10T20:37:03.160345] [INFO ] [sig       ] [3498/3612] Completed WEYS in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 39.7s
[2025-12-10T20:37:03.160388] [INFO ] [sig       ] [3499/3612] Forecasting WF...
[2025-12-10T20:37:03.160417] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-10T20:37:03.160444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-10T20:37:03.174598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-10T20:37:03.174946] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-10T20:37:03.175751] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-10T20:37:03.175801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:03.175832] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:03.175857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:03.175912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:03.233924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:03.234554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:03.234648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:03.234679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:03.358237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:03.358382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:03.358423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:03.358451] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:03.362271] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-10T20:37:03.362539] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-10T20:37:03.362681] [INFO ] [sig       ] WF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:03.511407] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WF.txt
[2025-12-10T20:37:03.511568] [INFO ] [sig       ] [3499/3612] Completed WF in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 39.3s
[2025-12-10T20:37:03.511627] [INFO ] [sig       ] [3500/3612] Forecasting WFC...
[2025-12-10T20:37:03.511656] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-10T20:37:03.511687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-10T20:37:03.524140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-10T20:37:03.524517] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-10T20:37:03.525294] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-10T20:37:03.525344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:03.525374] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:03.525399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:03.525454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:03.585514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:03.586476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:03.586782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:03.586818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:03.715374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:03.715532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:03.715586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:03.715616] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:03.719517] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2025-12-10T20:37:03.719813] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-10T20:37:03.719937] [INFO ] [sig       ] WFC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:03.867029] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WFC.txt
[2025-12-10T20:37:03.867186] [INFO ] [sig       ] [3500/3612] Completed WFC in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 39.0s
[2025-12-10T20:37:03.867223] [INFO ] [sig       ] [3501/3612] Forecasting WFG...
[2025-12-10T20:37:03.867251] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-10T20:37:03.867280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-10T20:37:03.879204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-10T20:37:03.879617] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-10T20:37:03.880374] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-10T20:37:03.880424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:03.880455] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:03.880480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:03.880535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:03.944724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:03.945646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:03.945728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:03.945759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:04.075003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:04.075163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:04.075202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:04.075231] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:04.079050] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-10T20:37:04.079349] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-10T20:37:04.079496] [INFO ] [sig       ] WFG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:04.223040] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WFG.txt
[2025-12-10T20:37:04.223193] [INFO ] [sig       ] [3501/3612] Completed WFG in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 38.6s
[2025-12-10T20:37:04.223234] [INFO ] [sig       ] [3502/3612] Forecasting WFRD...
[2025-12-10T20:37:04.223262] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-10T20:37:04.223290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-10T20:37:04.234614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-10T20:37:04.234990] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-10T20:37:04.235771] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-10T20:37:04.235824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:04.235854] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:04.235880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:04.235935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:04.293959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:04.294815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:04.294897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:04.294927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:04.417929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:04.418104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:04.418155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:04.418184] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:04.421901] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-12-10T20:37:04.422169] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-10T20:37:04.422292] [INFO ] [sig       ] WFRD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:04.569697] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WFRD.txt
[2025-12-10T20:37:04.569842] [INFO ] [sig       ] [3502/3612] Completed WFRD in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 38.3s
[2025-12-10T20:37:04.569881] [INFO ] [sig       ] [3503/3612] Forecasting WGMI...
[2025-12-10T20:37:04.569909] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-10T20:37:04.569938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-10T20:37:04.581943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-10T20:37:04.582304] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-10T20:37:04.583080] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-10T20:37:04.583130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:04.583170] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:04.583195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:04.583249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:04.641394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:04.642346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:04.642435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:04.642468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:04.772654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:04.772814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:04.772852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:04.772879] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:04.776744] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=23.77%)
[2025-12-10T20:37:04.777036] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-10T20:37:04.777161] [INFO ] [sig       ] WGMI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:04.923234] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WGMI.txt
[2025-12-10T20:37:04.923385] [INFO ] [sig       ] [3503/3612] Completed WGMI in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 37.9s
[2025-12-10T20:37:04.923425] [INFO ] [sig       ] [3504/3612] Forecasting WGO...
[2025-12-10T20:37:04.923453] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-10T20:37:04.923481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-10T20:37:04.935782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-10T20:37:04.936159] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-10T20:37:04.936957] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-10T20:37:04.937009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:04.937040] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:04.937067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:04.937122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:04.995794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:04.996875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:04.996987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:04.997019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:05.119220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:05.119381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:05.119419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:05.119446] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:05.122852] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-12-10T20:37:05.123149] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-10T20:37:05.123281] [INFO ] [sig       ] WGO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:05.267177] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WGO.txt
[2025-12-10T20:37:05.267328] [INFO ] [sig       ] [3504/3612] Completed WGO in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 37.6s
[2025-12-10T20:37:05.267367] [INFO ] [sig       ] [3505/3612] Forecasting WGS...
[2025-12-10T20:37:05.267401] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-10T20:37:05.267430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-10T20:37:05.279001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-10T20:37:05.279373] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-10T20:37:05.280168] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-10T20:37:05.280218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:05.280250] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:05.280276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:05.280337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:05.338431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:05.339280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:05.339369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:05.339400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:05.468138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:05.468313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:05.468358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:05.468390] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:05.471909] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-10T20:37:05.472197] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-10T20:37:05.472325] [INFO ] [sig       ] WGS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:05.614889] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WGS.txt
[2025-12-10T20:37:05.615037] [INFO ] [sig       ] [3505/3612] Completed WGS in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 37.2s
[2025-12-10T20:37:05.615076] [INFO ] [sig       ] [3506/3612] Forecasting WH...
[2025-12-10T20:37:05.615104] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-10T20:37:05.615134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-10T20:37:05.627652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-10T20:37:05.628098] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-10T20:37:05.628945] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-10T20:37:05.628998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:05.629031] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:05.629059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:05.629122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:05.688264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:05.689218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:05.689328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:05.689363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:05.814078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:05.814238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:05.814277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:05.814305] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:05.817793] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-10T20:37:05.818082] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-10T20:37:05.818211] [INFO ] [sig       ] WH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:05.964095] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WH.txt
[2025-12-10T20:37:05.964244] [INFO ] [sig       ] [3506/3612] Completed WH in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 36.9s
[2025-12-10T20:37:05.964284] [INFO ] [sig       ] [3507/3612] Forecasting WHD...
[2025-12-10T20:37:05.964313] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-10T20:37:05.964343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-10T20:37:05.976637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-10T20:37:05.977018] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-10T20:37:05.977887] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-10T20:37:05.977956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:05.977990] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:05.978017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:05.978074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:06.042057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:06.042927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:06.043015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:06.043048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:06.169877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:06.170038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:06.170079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:06.170110] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:06.174109] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-10T20:37:06.174402] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-10T20:37:06.174747] [INFO ] [sig       ] WHD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:06.326091] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WHD.txt
[2025-12-10T20:37:06.326270] [INFO ] [sig       ] [3507/3612] Completed WHD in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 36.5s
[2025-12-10T20:37:06.326311] [INFO ] [sig       ] [3508/3612] Forecasting WHF...
[2025-12-10T20:37:06.326341] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-10T20:37:06.326374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-10T20:37:06.344238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-10T20:37:06.344652] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-10T20:37:06.345427] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-10T20:37:06.345489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:06.345522] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:06.345548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:06.345622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:06.405705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:06.406568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:06.406673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:06.406708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:06.531068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:06.531214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:06.531253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:06.531282] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:06.534524] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-10T20:37:06.534985] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-10T20:37:06.535106] [INFO ] [sig       ] WHF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:06.678521] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WHF.txt
[2025-12-10T20:37:06.678664] [INFO ] [sig       ] [3508/3612] Completed WHF in 0.4s | 2.87 sym/s | Total: 20.3m | ETA: 36.2s
[2025-12-10T20:37:06.678704] [INFO ] [sig       ] [3509/3612] Forecasting WHG...
[2025-12-10T20:37:06.678734] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-10T20:37:06.678763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-10T20:37:06.689852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-10T20:37:06.690162] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-10T20:37:06.691162] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-10T20:37:06.691212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:06.691242] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:06.691266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:06.691319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:06.748621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:06.749224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:06.749298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:06.749329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:06.855471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:06.855823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:06.855866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:06.855892] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:06.859543] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-10T20:37:06.860003] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-10T20:37:06.860120] [INFO ] [sig       ] WHG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:07.001790] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WHG.txt
[2025-12-10T20:37:07.001927] [INFO ] [sig       ] [3509/3612] Completed WHG in 0.3s | 2.87 sym/s | Total: 20.3m | ETA: 35.8s
[2025-12-10T20:37:07.001966] [INFO ] [sig       ] [3510/3612] Forecasting WIA...
[2025-12-10T20:37:07.001994] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-10T20:37:07.002022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-10T20:37:07.012681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-10T20:37:07.012987] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-10T20:37:07.013783] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-10T20:37:07.013833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:07.013863] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:07.013889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:07.013943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:07.074860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:07.075824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:07.075920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:07.075953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:07.196841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:07.196986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:07.197024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:07.197054] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:07.200452] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-12-10T20:37:07.200747] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-10T20:37:07.200868] [INFO ] [sig       ] WIA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:07.342786] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WIA.txt
[2025-12-10T20:37:07.342910] [INFO ] [sig       ] [3510/3612] Completed WIA in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 35.5s
[2025-12-10T20:37:07.342954] [INFO ] [sig       ] [3511/3612] Forecasting WIMI...
[2025-12-10T20:37:07.342984] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-10T20:37:07.343012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-10T20:37:07.353930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-10T20:37:07.354220] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-10T20:37:07.355039] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-10T20:37:07.355091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:07.355150] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:07.355180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:07.355237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:07.413833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:07.414510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:07.414604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:07.414641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:07.534402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:07.534538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:07.534590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:07.534620] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:07.538086] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-10T20:37:07.538349] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-10T20:37:07.538468] [INFO ] [sig       ] WIMI: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:07.681479] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WIMI.txt
[2025-12-10T20:37:07.681653] [INFO ] [sig       ] [3511/3612] Completed WIMI in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 35.1s
[2025-12-10T20:37:07.681694] [INFO ] [sig       ] [3512/3612] Forecasting WINA...
[2025-12-10T20:37:07.681722] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-10T20:37:07.681756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-10T20:37:07.692203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-10T20:37:07.692494] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-10T20:37:07.693256] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-10T20:37:07.693306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:07.693336] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:07.693361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:07.693420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:07.751137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:07.751796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:07.751884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:07.751918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:07.868181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:07.868332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:07.868378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:07.868411] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:07.871747] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-10T20:37:07.872010] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-10T20:37:07.872146] [INFO ] [sig       ] WINA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:08.011192] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WINA.txt
[2025-12-10T20:37:08.011325] [INFO ] [sig       ] [3512/3612] Completed WINA in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 34.8s
[2025-12-10T20:37:08.011363] [INFO ] [sig       ] [3513/3612] Forecasting WING...
[2025-12-10T20:37:08.011391] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-10T20:37:08.011420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-10T20:37:08.022833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-10T20:37:08.023118] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-10T20:37:08.023874] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-10T20:37:08.023923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:08.023954] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:08.023980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:08.024034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:08.081237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:08.081876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:08.081950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:08.081981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:08.203488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:08.203662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:08.203702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:08.203732] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:08.207189] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-10T20:37:08.207516] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-10T20:37:08.207749] [INFO ] [sig       ] WING: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:08.366082] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WING.txt
[2025-12-10T20:37:08.366237] [INFO ] [sig       ] [3513/3612] Completed WING in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 34.4s
[2025-12-10T20:37:08.366276] [INFO ] [sig       ] [3514/3612] Forecasting WINN...
[2025-12-10T20:37:08.366305] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-10T20:37:08.366334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-10T20:37:08.377905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-10T20:37:08.378263] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-10T20:37:08.379102] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-10T20:37:08.379155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:08.379187] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:08.379214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:08.379271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:08.445559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:08.446458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:08.446543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:08.446594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:08.572152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:08.572301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:08.572357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:08.572425] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:08.576518] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-12-10T20:37:08.576857] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-10T20:37:08.576994] [INFO ] [sig       ] WINN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:08.724497] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WINN.txt
[2025-12-10T20:37:08.724817] [INFO ] [sig       ] [3514/3612] Completed WINN in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 34.1s
[2025-12-10T20:37:08.724880] [INFO ] [sig       ] [3515/3612] Forecasting WIX...
[2025-12-10T20:37:08.724918] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-10T20:37:08.724949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-10T20:37:08.737105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-10T20:37:08.737395] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-10T20:37:08.738217] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-10T20:37:08.738268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:08.738301] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:08.738326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:08.738381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:08.798416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:08.799053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:08.799128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:08.799160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:08.924304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:08.924442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:08.924480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:08.924511] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:08.928132] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-10T20:37:08.928409] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-10T20:37:08.928537] [INFO ] [sig       ] WIX: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:09.072951] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WIX.txt
[2025-12-10T20:37:09.073074] [INFO ] [sig       ] [3515/3612] Completed WIX in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 33.7s
[2025-12-10T20:37:09.073113] [INFO ] [sig       ] [3516/3612] Forecasting WK...
[2025-12-10T20:37:09.073140] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-10T20:37:09.073168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-10T20:37:09.084216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-10T20:37:09.084489] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-10T20:37:09.085246] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-10T20:37:09.085296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:09.085326] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:09.085351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:09.085406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:09.150191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:09.151146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:09.151245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:09.151278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:09.284748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:09.284901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:09.284939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:09.284967] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:09.288327] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-10T20:37:09.288618] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-10T20:37:09.288742] [INFO ] [sig       ] WK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:09.435721] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WK.txt
[2025-12-10T20:37:09.435845] [INFO ] [sig       ] [3516/3612] Completed WK in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 33.4s
[2025-12-10T20:37:09.435883] [INFO ] [sig       ] [3517/3612] Forecasting WKC...
[2025-12-10T20:37:09.435910] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-10T20:37:09.435939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-10T20:37:09.447758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-10T20:37:09.448053] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-10T20:37:09.448809] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-10T20:37:09.448860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:09.448891] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:09.448916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:09.448971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:09.510054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:09.510691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:09.510769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:09.510800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:09.637459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:09.637625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:09.637871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:09.637899] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:09.641398] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-10T20:37:09.641686] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-10T20:37:09.641807] [INFO ] [sig       ] WKC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:09.787065] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WKC.txt
[2025-12-10T20:37:09.787209] [INFO ] [sig       ] [3517/3612] Completed WKC in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 33.1s
[2025-12-10T20:37:09.787250] [INFO ] [sig       ] [3518/3612] Forecasting WKEY...
[2025-12-10T20:37:09.787279] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-10T20:37:09.787306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-10T20:37:09.799837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-10T20:37:09.800190] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-10T20:37:09.801039] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-10T20:37:09.801092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:09.801137] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:09.801166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:09.801223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:09.859493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:09.860492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:09.860589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:09.860623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:09.986925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:09.987075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:09.987112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:09.987140] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:09.990406] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-10T20:37:09.990694] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-10T20:37:09.990814] [INFO ] [sig       ] WKEY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:10.135637] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WKEY.txt
[2025-12-10T20:37:10.135788] [INFO ] [sig       ] [3518/3612] Completed WKEY in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 32.7s
[2025-12-10T20:37:10.135828] [INFO ] [sig       ] [3519/3612] Forecasting WKSP...
[2025-12-10T20:37:10.135856] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-10T20:37:10.135884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-10T20:37:10.146957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-10T20:37:10.147276] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-10T20:37:10.148292] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-10T20:37:10.148345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:10.148377] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:10.148404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:10.148459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:10.210361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:10.211202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:10.211287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:10.211321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:10.342278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:10.342434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:10.342475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:10.342504] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:10.346386] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-10T20:37:10.346682] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-10T20:37:10.346817] [INFO ] [sig       ] WKSP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:10.497902] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WKSP.txt
[2025-12-10T20:37:10.498075] [INFO ] [sig       ] [3519/3612] Completed WKSP in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 32.4s
[2025-12-10T20:37:10.498119] [INFO ] [sig       ] [3520/3612] Forecasting WLDN...
[2025-12-10T20:37:10.498149] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-10T20:37:10.498178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-10T20:37:10.510852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-10T20:37:10.511186] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-10T20:37:10.511993] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-10T20:37:10.512054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:10.512100] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:10.512132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:10.512189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:10.573369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:10.574174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:10.574253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:10.574287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:10.697511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:10.697672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:10.697711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:10.697774] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:10.701113] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-12-10T20:37:10.701387] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-10T20:37:10.701514] [INFO ] [sig       ] WLDN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:10.841773] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WLDN.txt
[2025-12-10T20:37:10.841909] [INFO ] [sig       ] [3520/3612] Completed WLDN in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 32.0s
[2025-12-10T20:37:10.841949] [INFO ] [sig       ] [3521/3612] Forecasting WLDS...
[2025-12-10T20:37:10.841980] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-10T20:37:10.842010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-10T20:37:10.853392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-10T20:37:10.853689] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-10T20:37:10.854426] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-10T20:37:10.854475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:10.854505] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:10.854532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:10.854607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:10.913901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:10.914594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:10.914701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:10.914735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:11.034008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:11.034184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:11.034229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:11.034258] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:11.037978] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-10T20:37:11.038265] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-10T20:37:11.038395] [INFO ] [sig       ] WLDS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:11.176915] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WLDS.txt
[2025-12-10T20:37:11.177032] [INFO ] [sig       ] [3521/3612] Completed WLDS in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 31.7s
[2025-12-10T20:37:11.177079] [INFO ] [sig       ] [3522/3612] Forecasting WLFC...
[2025-12-10T20:37:11.177116] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-10T20:37:11.177146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-10T20:37:11.188014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-10T20:37:11.188298] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-10T20:37:11.189078] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-10T20:37:11.189128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:11.189160] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:11.189186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:11.189241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:11.246196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:11.247023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:11.247098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:11.247130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:11.364813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:11.364950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:11.364987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:11.365014] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:11.368409] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-10T20:37:11.368694] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-10T20:37:11.368814] [INFO ] [sig       ] WLFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:11.511275] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WLFC.txt
[2025-12-10T20:37:11.511438] [INFO ] [sig       ] [3522/3612] Completed WLFC in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 31.3s
[2025-12-10T20:37:11.511476] [INFO ] [sig       ] [3523/3612] Forecasting WLK...
[2025-12-10T20:37:11.511506] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-10T20:37:11.511534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-10T20:37:11.523337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-10T20:37:11.523917] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-10T20:37:11.524719] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-10T20:37:11.524769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:11.524799] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:11.524824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:11.524878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:11.585618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:11.586497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:11.586616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:11.586652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:11.709179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:11.709327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:11.709365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:11.709392] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:11.712672] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-12-10T20:37:11.712936] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-10T20:37:11.713053] [INFO ] [sig       ] WLK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:11.857029] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WLK.txt
[2025-12-10T20:37:11.857162] [INFO ] [sig       ] [3523/3612] Completed WLK in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 31.0s
[2025-12-10T20:37:11.857199] [INFO ] [sig       ] [3524/3612] Forecasting WLKP...
[2025-12-10T20:37:11.857229] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-10T20:37:11.857257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-10T20:37:11.869302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-10T20:37:11.869597] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-10T20:37:11.870339] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-10T20:37:11.870388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:11.870418] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:11.870466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:11.870522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:11.931107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:11.931976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:11.932054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:11.932086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:12.050039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:12.050185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:12.050222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:12.050251] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:12.053720] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-10T20:37:12.053985] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-10T20:37:12.054101] [INFO ] [sig       ] WLKP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:12.201759] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WLKP.txt
[2025-12-10T20:37:12.201945] [INFO ] [sig       ] [3524/3612] Completed WLKP in 0.3s | 2.87 sym/s | Total: 20.4m | ETA: 30.6s
[2025-12-10T20:37:12.201989] [INFO ] [sig       ] [3525/3612] Forecasting WMG...
[2025-12-10T20:37:12.202018] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-10T20:37:12.202048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-10T20:37:12.213505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-10T20:37:12.213880] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-10T20:37:12.214691] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-10T20:37:12.214752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:12.214786] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:12.214813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:12.214868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:12.274211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:12.275105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:12.275190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:12.275223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:12.417410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:12.417585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:12.417627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:12.417674] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:12.424600] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-10T20:37:12.425055] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-10T20:37:12.425196] [INFO ] [sig       ] WMG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:12.621427] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WMG.txt
[2025-12-10T20:37:12.621603] [INFO ] [sig       ] [3525/3612] Completed WMG in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 30.3s
[2025-12-10T20:37:12.621644] [INFO ] [sig       ] [3526/3612] Forecasting WMK...
[2025-12-10T20:37:12.621672] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-10T20:37:12.621702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-10T20:37:12.633837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-10T20:37:12.634235] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-10T20:37:12.635169] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-10T20:37:12.635231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:12.635262] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:12.635288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:12.635343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:12.698764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:12.699673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:12.699761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:12.699793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:12.827325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:12.827474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:12.827511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:12.827538] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:12.831095] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2025-12-10T20:37:12.831412] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-10T20:37:12.831548] [INFO ] [sig       ] WMK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:12.979183] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WMK.txt
[2025-12-10T20:37:12.979335] [INFO ] [sig       ] [3526/3612] Completed WMK in 0.4s | 2.87 sym/s | Total: 20.4m | ETA: 29.9s
[2025-12-10T20:37:12.979379] [INFO ] [sig       ] [3527/3612] Forecasting WMS...
[2025-12-10T20:37:12.979408] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-10T20:37:12.979436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-10T20:37:12.990814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-10T20:37:12.991123] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-10T20:37:12.992116] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-10T20:37:12.992166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:12.992199] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:12.992224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:12.992279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:13.052021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:13.052954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:13.053033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:13.053065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:13.174176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:13.174317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:13.174355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:13.174384] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:13.177685] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-10T20:37:13.181070] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-10T20:37:13.181244] [INFO ] [sig       ] WMS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:13.322222] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WMS.txt
[2025-12-10T20:37:13.322366] [INFO ] [sig       ] [3527/3612] Completed WMS in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 29.6s
[2025-12-10T20:37:13.322416] [INFO ] [sig       ] [3528/3612] Forecasting WNC...
[2025-12-10T20:37:13.322446] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-10T20:37:13.322475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-10T20:37:13.334304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-10T20:37:13.334637] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-10T20:37:13.335401] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-10T20:37:13.335451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:13.335509] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:13.335537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:13.335613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:13.393606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:13.394423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:13.394503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:13.394537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:13.515560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:13.515721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:13.515760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:13.515788] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:13.519358] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-10T20:37:13.519703] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-10T20:37:13.519863] [INFO ] [sig       ] WNC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:13.662829] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WNC.txt
[2025-12-10T20:37:13.662967] [INFO ] [sig       ] [3528/3612] Completed WNC in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 29.2s
[2025-12-10T20:37:13.663007] [INFO ] [sig       ] [3529/3612] Forecasting WNEB...
[2025-12-10T20:37:13.663035] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-10T20:37:13.663063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-10T20:37:13.673822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-10T20:37:13.674120] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-10T20:37:13.674917] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-10T20:37:13.674966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:13.674996] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:13.675022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:13.675088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:13.734152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:13.735100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:13.735182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:13.735214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:13.857452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:13.857618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:13.857659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:13.857686] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:13.861310] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-10T20:37:13.861600] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-10T20:37:13.861900] [INFO ] [sig       ] WNEB: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:14.007706] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WNEB.txt
[2025-12-10T20:37:14.007870] [INFO ] [sig       ] [3529/3612] Completed WNEB in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 28.9s
[2025-12-10T20:37:14.007910] [INFO ] [sig       ] [3530/3612] Forecasting WOK...
[2025-12-10T20:37:14.007937] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-10T20:37:14.007966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-10T20:37:14.018972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-10T20:37:14.019280] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-10T20:37:14.020055] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-10T20:37:14.020104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:14.020135] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:14.020161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:14.020215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:14.079028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:14.079928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:14.080009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:14.080042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:14.191436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:14.191603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:14.191642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:14.191669] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:14.195333] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-10T20:37:14.195615] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-10T20:37:14.195738] [INFO ] [sig       ] WOK: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:14.335070] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WOK.txt
[2025-12-10T20:37:14.335212] [INFO ] [sig       ] [3530/3612] Completed WOK in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 28.5s
[2025-12-10T20:37:14.335253] [INFO ] [sig       ] [3531/3612] Forecasting WOOD...
[2025-12-10T20:37:14.335282] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-10T20:37:14.335311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-10T20:37:14.346135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-10T20:37:14.346481] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-10T20:37:14.347392] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-10T20:37:14.347455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:14.347489] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:14.347516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:14.347588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:14.408013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:14.408858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:14.408948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:14.408982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:14.513621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:14.513786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:14.513831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:14.513895] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:14.517782] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-10T20:37:14.518066] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-10T20:37:14.518192] [INFO ] [sig       ] WOOD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:14.665145] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WOOD.txt
[2025-12-10T20:37:14.665285] [INFO ] [sig       ] [3531/3612] Completed WOOD in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 28.2s
[2025-12-10T20:37:14.665326] [INFO ] [sig       ] [3532/3612] Forecasting WOOF...
[2025-12-10T20:37:14.665356] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-10T20:37:14.665386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-10T20:37:14.677248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-10T20:37:14.677683] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-10T20:37:14.678530] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-10T20:37:14.678619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:14.678663] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:14.678690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:14.678747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:14.738527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:14.739615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:14.739695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:14.739727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:14.866112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:14.866265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:14.866305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:14.866333] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:14.870817] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-10T20:37:14.871107] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-10T20:37:14.871236] [INFO ] [sig       ] WOOF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:15.009228] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WOOF.txt
[2025-12-10T20:37:15.009357] [INFO ] [sig       ] [3532/3612] Completed WOOF in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 27.8s
[2025-12-10T20:37:15.009396] [INFO ] [sig       ] [3533/3612] Forecasting WPC...
[2025-12-10T20:37:15.009424] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-10T20:37:15.009453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-10T20:37:15.024355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-10T20:37:15.024788] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-10T20:37:15.025615] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-10T20:37:15.025666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:15.025699] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:15.025727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:15.025785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:15.082621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:15.083454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:15.083537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:15.083587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:15.204912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:15.205064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:15.205103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:15.205134] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:15.208614] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-10T20:37:15.208899] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-10T20:37:15.209028] [INFO ] [sig       ] WPC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:15.350647] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WPC.txt
[2025-12-10T20:37:15.350967] [INFO ] [sig       ] [3533/3612] Completed WPC in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 27.5s
[2025-12-10T20:37:15.351006] [INFO ] [sig       ] [3534/3612] Forecasting WPP...
[2025-12-10T20:37:15.351034] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-10T20:37:15.351063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-10T20:37:15.362183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-10T20:37:15.362513] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-10T20:37:15.363259] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-10T20:37:15.363309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:15.363340] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:15.363365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:15.363419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:15.422091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:15.423162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:15.423246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:15.423278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:15.545499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:15.545664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:15.545704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:15.545733] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:15.549092] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-12-10T20:37:15.549367] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-10T20:37:15.549491] [INFO ] [sig       ] WPP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:15.687435] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WPP.txt
[2025-12-10T20:37:15.687616] [INFO ] [sig       ] [3534/3612] Completed WPP in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 27.1s
[2025-12-10T20:37:15.687656] [INFO ] [sig       ] [3535/3612] Forecasting WRAP...
[2025-12-10T20:37:15.687686] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-10T20:37:15.687715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-10T20:37:15.699388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-10T20:37:15.699787] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-10T20:37:15.700563] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-10T20:37:15.700639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:15.700671] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:15.700698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:15.700752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:15.757265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:15.758173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:15.758262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:15.758293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:15.876168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:15.876335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:15.876374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:15.876401] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:15.880042] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-10T20:37:15.880341] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-10T20:37:15.880470] [INFO ] [sig       ] WRAP: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:16.082270] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WRAP.txt
[2025-12-10T20:37:16.082422] [INFO ] [sig       ] [3535/3612] Completed WRAP in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 26.8s
[2025-12-10T20:37:16.082462] [INFO ] [sig       ] [3536/3612] Forecasting WRB...
[2025-12-10T20:37:16.082492] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-10T20:37:16.082519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-10T20:37:16.093532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-10T20:37:16.093823] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-10T20:37:16.094561] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-10T20:37:16.094633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:16.094664] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:16.094691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:16.094747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:16.152991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:16.153833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:16.153916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:16.153948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:16.273235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:16.273409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:16.273461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:16.273500] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:16.278185] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-10T20:37:16.278595] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-10T20:37:16.278764] [INFO ] [sig       ] WRB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:16.438701] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WRB.txt
[2025-12-10T20:37:16.438876] [INFO ] [sig       ] [3536/3612] Completed WRB in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 26.4s
[2025-12-10T20:37:16.438922] [INFO ] [sig       ] [3537/3612] Forecasting WRBY...
[2025-12-10T20:37:16.438954] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-10T20:37:16.438983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-10T20:37:16.451107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-10T20:37:16.451397] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-10T20:37:16.452185] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-10T20:37:16.452235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:16.452265] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:16.452290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:16.452344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:16.509310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:16.510273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:16.510385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:16.510430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:16.651115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:16.651265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:16.651304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:16.651331] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:16.654667] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-10T20:37:16.654937] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-10T20:37:16.655058] [INFO ] [sig       ] WRBY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:16.799521] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WRBY.txt
[2025-12-10T20:37:16.799710] [INFO ] [sig       ] [3537/3612] Completed WRBY in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 26.1s
[2025-12-10T20:37:16.799750] [INFO ] [sig       ] [3538/3612] Forecasting WRLD...
[2025-12-10T20:37:16.799779] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-10T20:37:16.799807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-10T20:37:16.813670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-10T20:37:16.814219] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-10T20:37:16.815149] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-10T20:37:16.815203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:16.815240] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:16.815279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:16.815342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:16.875149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:16.876241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:16.876376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:16.876410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:16.992325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:16.992589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:16.992634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:16.992663] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:16.996494] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2025-12-10T20:37:16.996823] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-10T20:37:16.996963] [INFO ] [sig       ] WRLD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:17.142875] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WRLD.txt
[2025-12-10T20:37:17.143076] [INFO ] [sig       ] [3538/3612] Completed WRLD in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 25.7s
[2025-12-10T20:37:17.143119] [INFO ] [sig       ] [3539/3612] Forecasting WSBC...
[2025-12-10T20:37:17.143151] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-10T20:37:17.143181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-10T20:37:17.158484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-10T20:37:17.159039] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-10T20:37:17.160233] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-10T20:37:17.160288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:17.160321] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:17.160348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:17.160406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:17.219330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:17.220649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:17.220748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:17.220783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:17.348631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:17.348865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:17.348908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:17.348939] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:17.352769] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-10T20:37:17.353279] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-10T20:37:17.353417] [INFO ] [sig       ] WSBC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:17.497668] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WSBC.txt
[2025-12-10T20:37:17.497870] [INFO ] [sig       ] [3539/3612] Completed WSBC in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 25.4s
[2025-12-10T20:37:17.497915] [INFO ] [sig       ] [3540/3612] Forecasting WSBF...
[2025-12-10T20:37:17.497944] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-10T20:37:17.497974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-10T20:37:17.510940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-10T20:37:17.511392] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-10T20:37:17.512278] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-10T20:37:17.512330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:17.512362] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:17.512389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:17.512445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:17.573083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:17.574312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:17.574411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:17.574445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:17.703286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:17.703524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:17.703567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:17.703616] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:17.707767] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-10T20:37:17.708087] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-10T20:37:17.708221] [INFO ] [sig       ] WSBF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:17.859684] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WSBF.txt
[2025-12-10T20:37:17.859894] [INFO ] [sig       ] [3540/3612] Completed WSBF in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 25.1s
[2025-12-10T20:37:17.859937] [INFO ] [sig       ] [3541/3612] Forecasting WSC...
[2025-12-10T20:37:17.859968] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-10T20:37:17.859997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-10T20:37:17.875145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-10T20:37:17.875603] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-10T20:37:17.876602] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-10T20:37:17.876656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:17.876689] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:17.876714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:17.876772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:17.937387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:17.938590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:17.938687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:17.938720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:18.072555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:18.072784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:18.072825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:18.072856] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:18.076717] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-10T20:37:18.077009] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-10T20:37:18.077134] [INFO ] [sig       ] WSC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:18.223198] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WSC.txt
[2025-12-10T20:37:18.223460] [INFO ] [sig       ] [3541/3612] Completed WSC in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 24.7s
[2025-12-10T20:37:18.223504] [INFO ] [sig       ] [3542/3612] Forecasting WSFS...
[2025-12-10T20:37:18.223535] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-10T20:37:18.223566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-10T20:37:18.236144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-10T20:37:18.236687] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-10T20:37:18.237555] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-10T20:37:18.237627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:18.237679] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:18.237706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:18.237792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:18.295025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:18.296175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:18.296273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:18.296304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:18.418544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:18.418802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:18.418846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:18.419061] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:18.423134] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-10T20:37:18.423442] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-10T20:37:18.423589] [INFO ] [sig       ] WSFS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:18.565901] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WSFS.txt
[2025-12-10T20:37:18.566097] [INFO ] [sig       ] [3542/3612] Completed WSFS in 0.3s | 2.87 sym/s | Total: 20.5m | ETA: 24.4s
[2025-12-10T20:37:18.566139] [INFO ] [sig       ] [3543/3612] Forecasting WSM...
[2025-12-10T20:37:18.566169] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-10T20:37:18.566200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-10T20:37:18.579121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-10T20:37:18.579538] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-10T20:37:18.580375] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-10T20:37:18.580424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:18.580456] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:18.580482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:18.580537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:18.641095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:18.642217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:18.642314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:18.642347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:18.769363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:18.769608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:18.769652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:18.769681] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:18.774012] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-10T20:37:18.774320] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-10T20:37:18.774455] [INFO ] [sig       ] WSM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:18.922236] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WSM.txt
[2025-12-10T20:37:18.922439] [INFO ] [sig       ] [3543/3612] Completed WSM in 0.4s | 2.87 sym/s | Total: 20.5m | ETA: 24.0s
[2025-12-10T20:37:18.922489] [INFO ] [sig       ] [3544/3612] Forecasting WSO...
[2025-12-10T20:37:18.922519] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-10T20:37:18.922549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-10T20:37:18.935916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-10T20:37:18.936432] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-10T20:37:18.937441] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-10T20:37:18.937494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:18.937528] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:18.937554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:18.937629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:18.998692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:18.999831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:18.999928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:19.000156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:19.125297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:19.125516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:19.125557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:19.125604] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:19.129709] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-10T20:37:19.130193] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-10T20:37:19.130321] [INFO ] [sig       ] WSO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:19.284045] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WSO.txt
[2025-12-10T20:37:19.284244] [INFO ] [sig       ] [3544/3612] Completed WSO in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 23.7s
[2025-12-10T20:37:19.284285] [INFO ] [sig       ] [3545/3612] Forecasting WTBA...
[2025-12-10T20:37:19.284315] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-10T20:37:19.284346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-10T20:37:19.299329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-10T20:37:19.299783] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-10T20:37:19.300891] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-10T20:37:19.300941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:19.301010] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:19.301037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:19.301095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:19.360841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:19.362003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:19.362097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:19.362129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:19.485235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:19.485470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:19.485521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:19.485550] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:19.489374] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-10T20:37:19.489704] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-10T20:37:19.489844] [INFO ] [sig       ] WTBA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:19.637191] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WTBA.txt
[2025-12-10T20:37:19.637412] [INFO ] [sig       ] [3545/3612] Completed WTBA in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 23.3s
[2025-12-10T20:37:19.637471] [INFO ] [sig       ] [3546/3612] Forecasting WTFC...
[2025-12-10T20:37:19.637501] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-10T20:37:19.637532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-10T20:37:19.651844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-10T20:37:19.652482] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-10T20:37:19.653558] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-10T20:37:19.653630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:19.653664] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:19.653692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:19.653751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:19.715157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:19.716513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:19.716623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:19.716657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:19.843405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:19.843650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:19.843697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:19.843726] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:19.847643] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-10T20:37:19.848008] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-10T20:37:19.848157] [INFO ] [sig       ] WTFC: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:19.994182] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WTFC.txt
[2025-12-10T20:37:19.994374] [INFO ] [sig       ] [3546/3612] Completed WTFC in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 23.0s
[2025-12-10T20:37:19.994417] [INFO ] [sig       ] [3547/3612] Forecasting WTI...
[2025-12-10T20:37:19.994447] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-10T20:37:19.994479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-10T20:37:20.010536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-10T20:37:20.011160] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-10T20:37:20.012096] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-10T20:37:20.012148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:20.012182] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:20.012208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:20.012266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:20.070170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:20.071294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:20.071390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:20.071423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:20.192760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:20.192991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:20.193034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:20.193061] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:20.197476] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-10T20:37:20.197842] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-10T20:37:20.198052] [INFO ] [sig       ] WTI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:20.342605] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WTI.txt
[2025-12-10T20:37:20.342814] [INFO ] [sig       ] [3547/3612] Completed WTI in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 22.6s
[2025-12-10T20:37:20.342858] [INFO ] [sig       ] [3548/3612] Forecasting WTO...
[2025-12-10T20:37:20.343075] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-10T20:37:20.343107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-10T20:37:20.356776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-10T20:37:20.357152] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-10T20:37:20.358091] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-10T20:37:20.358142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:20.358184] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:20.358213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:20.358271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:20.418168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:20.419464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:20.419565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:20.419616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:20.521649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:20.521877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:20.521921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:20.521998] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:20.526522] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-10T20:37:20.527110] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-10T20:37:20.527266] [INFO ] [sig       ] WTO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:20.677106] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WTO.txt
[2025-12-10T20:37:20.677295] [INFO ] [sig       ] [3548/3612] Completed WTO in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 22.3s
[2025-12-10T20:37:20.677338] [INFO ] [sig       ] [3549/3612] Forecasting WTRG...
[2025-12-10T20:37:20.677366] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-10T20:37:20.677396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-10T20:37:20.692362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-10T20:37:20.692911] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-10T20:37:20.693750] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-10T20:37:20.693802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:20.693833] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:20.693857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:20.693912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:20.768617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:20.769519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:20.769623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:20.769657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:20.892894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:20.893049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:20.893088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:20.893134] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:20.897153] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=54.65%)
[2025-12-10T20:37:20.897480] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-10T20:37:20.897632] [INFO ] [sig       ] WTRG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:21.063463] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WTRG.txt
[2025-12-10T20:37:21.063643] [INFO ] [sig       ] [3549/3612] Completed WTRG in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 21.9s
[2025-12-10T20:37:21.063693] [INFO ] [sig       ] [3550/3612] Forecasting WTS...
[2025-12-10T20:37:21.063728] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-10T20:37:21.063758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-10T20:37:21.075636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-10T20:37:21.076005] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-10T20:37:21.076852] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-10T20:37:21.076908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:21.076940] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:21.076966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:21.077024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:21.138772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:21.139646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:21.139731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:21.139764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:21.269917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:21.270076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:21.270116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:21.270145] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:21.274077] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-10T20:37:21.274394] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-10T20:37:21.274526] [INFO ] [sig       ] WTS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:21.425828] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WTS.txt
[2025-12-10T20:37:21.425985] [INFO ] [sig       ] [3550/3612] Completed WTS in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 21.6s
[2025-12-10T20:37:21.426025] [INFO ] [sig       ] [3551/3612] Forecasting WULF...
[2025-12-10T20:37:21.426053] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-10T20:37:21.426081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-10T20:37:21.437703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-10T20:37:21.438062] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-10T20:37:21.438880] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-10T20:37:21.438933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:21.438966] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:21.438994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:21.439052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:21.514310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:21.515606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:21.515736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:21.515786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:21.636827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:21.636979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:21.637019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:21.637049] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:21.640481] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-10T20:37:21.640855] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-10T20:37:21.640992] [INFO ] [sig       ] WULF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:21.784976] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WULF.txt
[2025-12-10T20:37:21.785127] [INFO ] [sig       ] [3551/3612] Completed WULF in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 21.2s
[2025-12-10T20:37:21.785169] [INFO ] [sig       ] [3552/3612] Forecasting WVE...
[2025-12-10T20:37:21.785198] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-10T20:37:21.785227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-10T20:37:21.798176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-10T20:37:21.798594] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-10T20:37:21.799616] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-10T20:37:21.799669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:21.799701] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:21.799733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:21.799802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:21.858882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:21.860163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:21.860248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:21.860281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:21.981224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:21.981359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:21.981395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:21.981423] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:21.984842] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-10T20:37:21.985290] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-10T20:37:21.985409] [INFO ] [sig       ] WVE: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:22.125119] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/WVE.txt
[2025-12-10T20:37:22.125237] [INFO ] [sig       ] [3552/3612] Completed WVE in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 20.9s
[2025-12-10T20:37:22.125275] [INFO ] [sig       ] [3553/3612] Forecasting WWD...
[2025-12-10T20:37:22.125302] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-10T20:37:22.125330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-10T20:37:22.136982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-10T20:37:22.137293] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-10T20:37:22.138116] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-10T20:37:22.138171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:22.138202] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:22.138240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:22.138298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:22.197781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:22.198428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:22.198507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:22.198545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:22.320294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:22.320428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:22.320466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:22.320494] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:22.323797] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-10T20:37:22.324067] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-10T20:37:22.324187] [INFO ] [sig       ] WWD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:22.464424] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WWD.txt
[2025-12-10T20:37:22.464548] [INFO ] [sig       ] [3553/3612] Completed WWD in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 20.5s
[2025-12-10T20:37:22.464604] [INFO ] [sig       ] [3554/3612] Forecasting WY...
[2025-12-10T20:37:22.464637] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-10T20:37:22.464667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-10T20:37:22.475446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-10T20:37:22.475749] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-10T20:37:22.476483] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-10T20:37:22.476534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:22.476564] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:22.476621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:22.476677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:22.535069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:22.535695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:22.535773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:22.535804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:22.651933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:22.652086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:22.652127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:22.652155] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:22.655622] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-10T20:37:22.655911] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-10T20:37:22.656036] [INFO ] [sig       ] WY: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:22.795916] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WY.txt
[2025-12-10T20:37:22.796235] [INFO ] [sig       ] [3554/3612] Completed WY in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 20.2s
[2025-12-10T20:37:22.796273] [INFO ] [sig       ] [3555/3612] Forecasting WYNN...
[2025-12-10T20:37:22.796301] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-10T20:37:22.796328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-10T20:37:22.808007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-10T20:37:22.808491] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-10T20:37:22.809505] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-10T20:37:22.809557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:22.809617] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:22.809650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:22.809709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:22.870753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:22.871622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:22.871765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:22.871834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:22.996548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:22.996711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:22.996751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:22.996781] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:23.000403] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-10T20:37:23.000702] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-10T20:37:23.000827] [INFO ] [sig       ] WYNN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:23.146272] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/WYNN.txt
[2025-12-10T20:37:23.146393] [INFO ] [sig       ] [3555/3612] Completed WYNN in 0.4s | 2.87 sym/s | Total: 20.6m | ETA: 19.8s
[2025-12-10T20:37:23.146431] [INFO ] [sig       ] [3556/3612] Forecasting XBIL...
[2025-12-10T20:37:23.146458] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-10T20:37:23.146487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-10T20:37:23.158023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-10T20:37:23.158373] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-10T20:37:23.159146] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-10T20:37:23.159196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:23.159226] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:23.159252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:23.159307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:23.218982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:23.219669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:23.219747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:23.219781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:23.315286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:23.315427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:23.315466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:23.315493] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:23.318745] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-12-10T20:37:23.319196] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-10T20:37:23.319317] [INFO ] [sig       ] XBIL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:23.463777] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/XBIL.txt
[2025-12-10T20:37:23.463901] [INFO ] [sig       ] [3556/3612] Completed XBIL in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 19.5s
[2025-12-10T20:37:23.463940] [INFO ] [sig       ] [3557/3612] Forecasting XEL...
[2025-12-10T20:37:23.463968] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-10T20:37:23.464003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-10T20:37:23.475458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-10T20:37:23.475784] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-10T20:37:23.476712] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-10T20:37:23.476764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:23.476794] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:23.476819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:23.476874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:23.536538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:23.537180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:23.537264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:23.537296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:23.660240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:23.660379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:23.660417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:23.660444] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:23.663879] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-10T20:37:23.664143] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-10T20:37:23.664263] [INFO ] [sig       ] XEL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:23.810655] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XEL.txt
[2025-12-10T20:37:23.810809] [INFO ] [sig       ] [3557/3612] Completed XEL in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 19.1s
[2025-12-10T20:37:23.810850] [INFO ] [sig       ] [3558/3612] Forecasting XENE...
[2025-12-10T20:37:23.810880] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-10T20:37:23.810910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-10T20:37:23.822453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-10T20:37:23.822781] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-10T20:37:23.823747] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-10T20:37:23.823799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:23.823831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:23.823859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:23.824051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:23.883257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:23.884092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:23.884194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:23.884227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:24.005333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:24.005480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:24.005522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:24.005551] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:24.009174] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=29.18%)
[2025-12-10T20:37:24.009446] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-10T20:37:24.009566] [INFO ] [sig       ] XENE: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:24.151161] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XENE.txt
[2025-12-10T20:37:24.151340] [INFO ] [sig       ] [3558/3612] Completed XENE in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 18.8s
[2025-12-10T20:37:24.151380] [INFO ] [sig       ] [3559/3612] Forecasting XERS...
[2025-12-10T20:37:24.151408] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-10T20:37:24.151436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-10T20:37:24.162438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-10T20:37:24.162760] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-10T20:37:24.163529] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-10T20:37:24.163606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:24.163641] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:24.163671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:24.163736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:24.221932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:24.222564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:24.222660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:24.222693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:24.343855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:24.344000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:24.344040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:24.344069] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:24.347597] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-10T20:37:24.347898] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-10T20:37:24.348020] [INFO ] [sig       ] XERS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:24.490921] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XERS.txt
[2025-12-10T20:37:24.491045] [INFO ] [sig       ] [3559/3612] Completed XERS in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 18.4s
[2025-12-10T20:37:24.491082] [INFO ] [sig       ] [3560/3612] Forecasting XGN...
[2025-12-10T20:37:24.491111] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-10T20:37:24.491139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-10T20:37:24.503124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-10T20:37:24.503426] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-10T20:37:24.504205] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-10T20:37:24.504257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:24.504289] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:24.504316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:24.504372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:24.563531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:24.564270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:24.564346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:24.564376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:24.682147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:24.682285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:24.682323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:24.682369] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:24.685671] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-10T20:37:24.685943] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-10T20:37:24.686062] [INFO ] [sig       ] XGN: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:24.825938] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XGN.txt
[2025-12-10T20:37:24.826090] [INFO ] [sig       ] [3560/3612] Completed XGN in 0.3s | 2.87 sym/s | Total: 20.6m | ETA: 18.1s
[2025-12-10T20:37:24.826129] [INFO ] [sig       ] [3561/3612] Forecasting XOM...
[2025-12-10T20:37:24.826159] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-10T20:37:24.826188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-10T20:37:24.838493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-10T20:37:24.838848] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-10T20:37:24.839658] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-10T20:37:24.839710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:24.839743] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:24.839770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:24.839826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:24.900663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:24.901540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:24.901646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:24.901681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:25.024996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:25.025158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:25.025198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:25.025227] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:25.029533] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=22.98%)
[2025-12-10T20:37:25.030008] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-10T20:37:25.030190] [INFO ] [sig       ] XOM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:25.172264] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XOM.txt
[2025-12-10T20:37:25.172400] [INFO ] [sig       ] [3561/3612] Completed XOM in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 17.7s
[2025-12-10T20:37:25.172440] [INFO ] [sig       ] [3562/3612] Forecasting XOMA...
[2025-12-10T20:37:25.172469] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-10T20:37:25.172497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-10T20:37:25.185251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-10T20:37:25.185911] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-10T20:37:25.186980] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-10T20:37:25.187036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:25.187290] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:25.187319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:25.187376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:25.252041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:25.253135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:25.253223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:25.253255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:25.376651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:25.376825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:25.376874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:25.376918] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:25.380479] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-10T20:37:25.380793] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-10T20:37:25.380925] [INFO ] [sig       ] XOMA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:25.523829] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XOMA.txt
[2025-12-10T20:37:25.523984] [INFO ] [sig       ] [3562/3612] Completed XOMA in 0.4s | 2.87 sym/s | Total: 20.7m | ETA: 17.4s
[2025-12-10T20:37:25.524025] [INFO ] [sig       ] [3563/3612] Forecasting XOS...
[2025-12-10T20:37:25.524053] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-10T20:37:25.524082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-10T20:37:25.535320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-10T20:37:25.535617] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-10T20:37:25.536379] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-10T20:37:25.536428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:25.536459] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:25.536485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:25.536538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:25.593746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:25.594378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:25.594451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:25.594483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:25.711681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:25.711827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:25.711865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:25.711893] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:25.715176] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=14.79%)
[2025-12-10T20:37:25.715441] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-10T20:37:25.715560] [INFO ] [sig       ] XOS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:25.858299] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XOS.txt
[2025-12-10T20:37:25.858420] [INFO ] [sig       ] [3563/3612] Completed XOS in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 17.0s
[2025-12-10T20:37:25.858457] [INFO ] [sig       ] [3564/3612] Forecasting XP...
[2025-12-10T20:37:25.858486] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-10T20:37:25.858515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-10T20:37:25.870676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-10T20:37:25.871136] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-10T20:37:25.871939] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-10T20:37:25.871989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:25.872021] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:25.872048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:25.872119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:25.931523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:25.932399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:25.932495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:25.932532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:26.057713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:26.057904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:26.057943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:26.057971] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:26.061328] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=43.90%)
[2025-12-10T20:37:26.061623] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-10T20:37:26.061745] [INFO ] [sig       ] XP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:26.204622] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XP.txt
[2025-12-10T20:37:26.204790] [INFO ] [sig       ] [3564/3612] Completed XP in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 16.7s
[2025-12-10T20:37:26.204839] [INFO ] [sig       ] [3565/3612] Forecasting XPEL...
[2025-12-10T20:37:26.204871] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-10T20:37:26.204904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-10T20:37:26.217258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-10T20:37:26.217562] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-10T20:37:26.218391] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-10T20:37:26.218443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:26.218475] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:26.218501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:26.218556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:26.278355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:26.279146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:26.279225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:26.279258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:26.397958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:26.398080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:26.398118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:26.398176] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:26.401926] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2025-12-10T20:37:26.402206] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-10T20:37:26.402330] [INFO ] [sig       ] XPEL: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:26.543276] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/XPEL.txt
[2025-12-10T20:37:26.543390] [INFO ] [sig       ] [3565/3612] Completed XPEL in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 16.4s
[2025-12-10T20:37:26.543427] [INFO ] [sig       ] [3566/3612] Forecasting XPO...
[2025-12-10T20:37:26.543456] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-10T20:37:26.543485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-10T20:37:26.555815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-10T20:37:26.556104] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-10T20:37:26.556869] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-10T20:37:26.556930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:26.556961] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:26.556987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:26.557042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:26.618232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:26.619031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:26.619114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:26.619147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:26.738354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:26.738510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:26.738550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:26.738597] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:26.742199] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-12-10T20:37:26.742482] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-10T20:37:26.742627] [INFO ] [sig       ] XPO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:26.882486] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XPO.txt
[2025-12-10T20:37:26.882633] [INFO ] [sig       ] [3566/3612] Completed XPO in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 16.0s
[2025-12-10T20:37:26.882674] [INFO ] [sig       ] [3567/3612] Forecasting XPOF...
[2025-12-10T20:37:26.882701] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-10T20:37:26.882729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-10T20:37:26.894483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-10T20:37:26.894812] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-10T20:37:26.895587] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-10T20:37:26.895648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:26.895687] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:26.895715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:26.895782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:26.952071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:26.952837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:26.952917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:26.952949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:27.075364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:27.075520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:27.075559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:27.075607] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:27.079066] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-12-10T20:37:27.079338] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-10T20:37:27.079464] [INFO ] [sig       ] XPOF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:27.217977] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/XPOF.txt
[2025-12-10T20:37:27.218105] [INFO ] [sig       ] [3567/3612] Completed XPOF in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 15.7s
[2025-12-10T20:37:27.218144] [INFO ] [sig       ] [3568/3612] Forecasting XPON...
[2025-12-10T20:37:27.218173] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-10T20:37:27.218202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-10T20:37:27.229498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-10T20:37:27.229854] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-10T20:37:27.230643] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-10T20:37:27.230695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:27.230727] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:27.230755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:27.230811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:27.286261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:27.286958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:27.287038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:27.287070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:27.401540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:27.401704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:27.401743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:27.401770] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:27.405000] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-12-10T20:37:27.405268] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-10T20:37:27.405387] [INFO ] [sig       ] XPON: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:27.543622] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XPON.txt
[2025-12-10T20:37:27.543759] [INFO ] [sig       ] [3568/3612] Completed XPON in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 15.3s
[2025-12-10T20:37:27.543800] [INFO ] [sig       ] [3569/3612] Forecasting XPRO...
[2025-12-10T20:37:27.543834] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-10T20:37:27.543869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-10T20:37:27.557037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-10T20:37:27.557550] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-10T20:37:27.558525] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-10T20:37:27.558593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:27.558627] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:27.558652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:27.558706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:27.615465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:27.616158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:27.616232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:27.616262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:27.734180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:27.734331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:27.734372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:27.734399] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:27.737771] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-10T20:37:27.738050] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-10T20:37:27.738172] [INFO ] [sig       ] XPRO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:27.882299] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XPRO.txt
[2025-12-10T20:37:27.882443] [INFO ] [sig       ] [3569/3612] Completed XPRO in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 15.0s
[2025-12-10T20:37:27.882483] [INFO ] [sig       ] [3570/3612] Forecasting XRAY...
[2025-12-10T20:37:27.882511] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-10T20:37:27.882540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-10T20:37:27.895021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-10T20:37:27.895330] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-10T20:37:27.896280] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-10T20:37:27.896330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:27.896359] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:27.896384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:27.896439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:27.952180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:27.952890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:27.952969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:27.953000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:28.068020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:28.068172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:28.068212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:28.068239] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:28.071505] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=70.61%)
[2025-12-10T20:37:28.071789] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-10T20:37:28.071917] [INFO ] [sig       ] XRAY: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:28.209995] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/XRAY.txt
[2025-12-10T20:37:28.210125] [INFO ] [sig       ] [3570/3612] Completed XRAY in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 14.6s
[2025-12-10T20:37:28.210164] [INFO ] [sig       ] [3571/3612] Forecasting XRX...
[2025-12-10T20:37:28.210191] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-10T20:37:28.210220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-10T20:37:28.221807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-10T20:37:28.222109] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-10T20:37:28.222861] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-10T20:37:28.222910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:28.222941] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:28.222966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:28.223021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:28.280351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:28.281042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:28.281118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:28.281149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:28.400842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:28.400990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:28.401028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:28.401056] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:28.404524] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-12-10T20:37:28.404831] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-10T20:37:28.404957] [INFO ] [sig       ] XRX: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:28.545969] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/XRX.txt
[2025-12-10T20:37:28.546127] [INFO ] [sig       ] [3571/3612] Completed XRX in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 14.3s
[2025-12-10T20:37:28.546166] [INFO ] [sig       ] [3572/3612] Forecasting XTIA...
[2025-12-10T20:37:28.546194] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-10T20:37:28.546222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-10T20:37:28.558981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-10T20:37:28.559318] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-10T20:37:28.560212] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-10T20:37:28.560264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:28.560296] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:28.560324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:28.560380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:28.618697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:28.619546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:28.619675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:28.619708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:28.747288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:28.747446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:28.747485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:28.747512] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:28.751385] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2025-12-10T20:37:28.751686] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-10T20:37:28.751809] [INFO ] [sig       ] XTIA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:28.892878] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XTIA.txt
[2025-12-10T20:37:28.893005] [INFO ] [sig       ] [3572/3612] Completed XTIA in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 13.9s
[2025-12-10T20:37:28.893043] [INFO ] [sig       ] [3573/3612] Forecasting XTKG...
[2025-12-10T20:37:28.893072] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-10T20:37:28.893101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-10T20:37:28.904364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-10T20:37:28.904684] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-10T20:37:28.905498] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-10T20:37:28.905549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:28.905612] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:28.905643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:28.905700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:28.965013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:28.965788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:28.965868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:28.965905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:29.081432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:29.081615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:29.081656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:29.081686] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:29.085179] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-10T20:37:29.085454] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-10T20:37:29.085593] [INFO ] [sig       ] XTKG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:29.228180] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XTKG.txt
[2025-12-10T20:37:29.228309] [INFO ] [sig       ] [3573/3612] Completed XTKG in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 13.6s
[2025-12-10T20:37:29.228348] [INFO ] [sig       ] [3574/3612] Forecasting XYF...
[2025-12-10T20:37:29.228376] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-10T20:37:29.228405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-10T20:37:29.240290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-10T20:37:29.240613] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-10T20:37:29.241365] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-10T20:37:29.241415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:29.241446] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:29.241471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:29.241526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:29.299827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:29.300600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:29.300680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:29.300710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:29.416431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:29.416553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:29.416612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:29.416641] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:29.419992] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-10T20:37:29.420272] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-10T20:37:29.420401] [INFO ] [sig       ] XYF: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:29.565189] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XYF.txt
[2025-12-10T20:37:29.565331] [INFO ] [sig       ] [3574/3612] Completed XYF in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 13.2s
[2025-12-10T20:37:29.565367] [INFO ] [sig       ] [3575/3612] Forecasting XYL...
[2025-12-10T20:37:29.565396] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-10T20:37:29.565424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-10T20:37:29.576851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-10T20:37:29.577190] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-10T20:37:29.578001] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-10T20:37:29.578050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:29.578081] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:29.578105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:29.578160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:29.635247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:29.636004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:29.636087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:29.636117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:29.768441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:29.768608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:29.768648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:29.768680] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:29.772644] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=31.68%)
[2025-12-10T20:37:29.772917] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-10T20:37:29.773040] [INFO ] [sig       ] XYL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:29.927470] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/XYL.txt
[2025-12-10T20:37:29.927666] [INFO ] [sig       ] [3575/3612] Completed XYL in 0.4s | 2.87 sym/s | Total: 20.7m | ETA: 12.9s
[2025-12-10T20:37:29.927711] [INFO ] [sig       ] [3576/3612] Forecasting YALA...
[2025-12-10T20:37:29.927756] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-10T20:37:29.927786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-10T20:37:29.940286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-10T20:37:29.940743] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-10T20:37:29.941657] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-10T20:37:29.941711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:29.941744] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:29.941771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:29.941828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:30.001955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:30.003081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:30.003167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:30.003202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:30.132603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:30.132759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:30.132799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:30.132828] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:30.136348] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-10T20:37:30.136680] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-10T20:37:30.136821] [INFO ] [sig       ] YALA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:30.281764] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/YALA.txt
[2025-12-10T20:37:30.281924] [INFO ] [sig       ] [3576/3612] Completed YALA in 0.4s | 2.87 sym/s | Total: 20.7m | ETA: 12.5s
[2025-12-10T20:37:30.281964] [INFO ] [sig       ] [3577/3612] Forecasting YELP...
[2025-12-10T20:37:30.281992] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-10T20:37:30.282022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-10T20:37:30.295123] [DEBUG] [REMOTE    ] Successfully parsed 298 rows of historical data for symbol 'YELP'.
[2025-12-10T20:37:30.295497] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-10T20:37:30.296286] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-10T20:37:30.296338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:30.296384] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:30.296413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:30.296470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:30.359282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:30.360169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:30.360256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:30.360290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:30.490653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:30.490808] [INFO ] [FORECASTER] Trained on 296 historical samples with 26 features
[2025-12-10T20:37:30.490849] [INFO ] [FORECASTER] Stored all 298 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:30.490877] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:30.494307] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-10T20:37:30.494607] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-10T20:37:30.494734] [INFO ] [sig       ] YELP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-10T20:37:30.637514] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YELP.txt
[2025-12-10T20:37:30.637687] [INFO ] [sig       ] [3577/3612] Completed YELP in 0.4s | 2.87 sym/s | Total: 20.7m | ETA: 12.2s
[2025-12-10T20:37:30.637746] [INFO ] [sig       ] [3578/3612] Forecasting YETI...
[2025-12-10T20:37:30.637780] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-10T20:37:30.637840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-10T20:37:30.651780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-10T20:37:30.652163] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-10T20:37:30.652976] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-10T20:37:30.653027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:30.653059] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:30.653085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:30.653279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:30.712162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:30.712889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:30.712980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:30.713018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:30.833603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:30.833756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:30.833795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:30.833823] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:30.837123] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-12-10T20:37:30.837617] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-10T20:37:30.837819] [INFO ] [sig       ] YETI: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:30.981434] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/YETI.txt
[2025-12-10T20:37:30.981607] [INFO ] [sig       ] [3578/3612] Completed YETI in 0.3s | 2.87 sym/s | Total: 20.7m | ETA: 11.8s
[2025-12-10T20:37:30.981649] [INFO ] [sig       ] [3579/3612] Forecasting YMM...
[2025-12-10T20:37:30.981679] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-10T20:37:30.981708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-10T20:37:30.993841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-10T20:37:30.994152] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-10T20:37:30.994947] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-10T20:37:30.994998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:30.995054] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:30.995082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:30.995138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:31.056720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:31.057507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:31.057606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:31.057641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:31.180473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:31.180639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:31.180679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:31.180706] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:31.184393] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-10T20:37:31.184694] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-10T20:37:31.184819] [INFO ] [sig       ] YMM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:31.325777] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/YMM.txt
[2025-12-10T20:37:31.325908] [INFO ] [sig       ] [3579/3612] Completed YMM in 0.3s | 2.87 sym/s | Total: 20.8m | ETA: 11.5s
[2025-12-10T20:37:31.325947] [INFO ] [sig       ] [3580/3612] Forecasting YPF...
[2025-12-10T20:37:31.325977] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-10T20:37:31.326006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-10T20:37:31.338315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-10T20:37:31.338704] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-10T20:37:31.339472] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-10T20:37:31.339523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:31.339554] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:31.339601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:31.339658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:31.395830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:31.396704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:31.396784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:31.396816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:31.519961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:31.520079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:31.520114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:31.520142] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:31.523272] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-10T20:37:31.523535] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-10T20:37:31.523671] [INFO ] [sig       ] YPF: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:31.661073] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/YPF.txt
[2025-12-10T20:37:31.661179] [INFO ] [sig       ] [3580/3612] Completed YPF in 0.3s | 2.87 sym/s | Total: 20.8m | ETA: 11.1s
[2025-12-10T20:37:31.661222] [INFO ] [sig       ] [3581/3612] Forecasting YQQQ...
[2025-12-10T20:37:31.661252] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-10T20:37:31.661280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-10T20:37:31.672524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-10T20:37:31.672813] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-10T20:37:31.673553] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-10T20:37:31.673624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:31.673656] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:31.673682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:31.673736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:31.731740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:31.732837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:31.732917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:31.732948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:31.850056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:31.850171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:31.850206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:31.850233] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:31.853336] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-10T20:37:31.853611] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-10T20:37:31.853730] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:31.992390] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/YQQQ.txt
[2025-12-10T20:37:31.992497] [INFO ] [sig       ] [3581/3612] Completed YQQQ in 0.3s | 2.87 sym/s | Total: 20.8m | ETA: 10.8s
[2025-12-10T20:37:31.992533] [INFO ] [sig       ] [3582/3612] Forecasting YRD...
[2025-12-10T20:37:31.992561] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-10T20:37:31.992607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-10T20:37:32.003471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-10T20:37:32.003756] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-10T20:37:32.004487] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-10T20:37:32.004536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:32.004588] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:32.004618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:32.004673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:32.061931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:32.062504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:32.062596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:32.062630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:32.177351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:32.177491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:32.177529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:32.177609] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:32.181595] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-10T20:37:32.181864] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-10T20:37:32.182000] [INFO ] [sig       ] YRD: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:32.323213] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/YRD.txt
[2025-12-10T20:37:32.323367] [INFO ] [sig       ] [3582/3612] Completed YRD in 0.3s | 2.87 sym/s | Total: 20.8m | ETA: 10.4s
[2025-12-10T20:37:32.323407] [INFO ] [sig       ] [3583/3612] Forecasting YSG...
[2025-12-10T20:37:32.323436] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-10T20:37:32.323464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-10T20:37:32.337412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-10T20:37:32.337937] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-10T20:37:32.338916] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-10T20:37:32.338971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:32.339004] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:32.339031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:32.339088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:32.403873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:32.405197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:32.405302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:32.405336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:32.530241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:32.530498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:32.530544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:32.530588] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:32.534867] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-10T20:37:32.535198] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-10T20:37:32.535540] [INFO ] [sig       ] YSG: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:32.690944] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/YSG.txt
[2025-12-10T20:37:32.691124] [INFO ] [sig       ] [3583/3612] Completed YSG in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 10.1s
[2025-12-10T20:37:32.691358] [INFO ] [sig       ] [3584/3612] Forecasting YTRA...
[2025-12-10T20:37:32.691386] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-10T20:37:32.691416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-10T20:37:32.704728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-10T20:37:32.705149] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-10T20:37:32.706056] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-10T20:37:32.706106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:32.706137] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:32.706163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:32.706221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:32.768770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:32.769907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:32.770005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:32.770038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:32.892455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:32.892691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:32.892734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:32.892786] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:32.897036] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-10T20:37:32.897333] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-10T20:37:32.897462] [INFO ] [sig       ] YTRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:33.051672] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/YTRA.txt
[2025-12-10T20:37:33.051869] [INFO ] [sig       ] [3584/3612] Completed YTRA in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 9.7s
[2025-12-10T20:37:33.051913] [INFO ] [sig       ] [3585/3612] Forecasting YUM...
[2025-12-10T20:37:33.051940] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-10T20:37:33.051972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-10T20:37:33.066898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-10T20:37:33.067425] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-10T20:37:33.068562] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-10T20:37:33.068640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:33.068673] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:33.068698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:33.068755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:33.129871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:33.130908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:33.131002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:33.131036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:33.256724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:33.256992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:33.257042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:33.257090] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:33.261279] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-10T20:37:33.261673] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-10T20:37:33.261818] [INFO ] [sig       ] YUM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:33.415977] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/YUM.txt
[2025-12-10T20:37:33.416166] [INFO ] [sig       ] [3585/3612] Completed YUM in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 9.4s
[2025-12-10T20:37:33.416208] [INFO ] [sig       ] [3586/3612] Forecasting YUMC...
[2025-12-10T20:37:33.416237] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-10T20:37:33.416268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-10T20:37:33.430007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-10T20:37:33.430465] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-10T20:37:33.431516] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-10T20:37:33.431567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:33.431629] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:33.431655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:33.431712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:33.495537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:33.496699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:33.496840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:33.496874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:33.622916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:33.623130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:33.623173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:33.623202] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:33.627042] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-10T20:37:33.627560] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-10T20:37:33.627757] [INFO ] [sig       ] YUMC: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:33.779670] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/YUMC.txt
[2025-12-10T20:37:33.779875] [INFO ] [sig       ] [3586/3612] Completed YUMC in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 9.0s
[2025-12-10T20:37:33.779928] [INFO ] [sig       ] [3587/3612] Forecasting Z...
[2025-12-10T20:37:33.779957] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-10T20:37:33.779987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-10T20:37:33.793895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-10T20:37:33.794375] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-10T20:37:33.795613] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-10T20:37:33.795666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:33.795698] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:33.795726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:33.795788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:33.856409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:33.857787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:33.857893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:33.857926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:33.982418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:33.982655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:33.982699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:33.982729] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:33.986390] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-10T20:37:33.986705] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-10T20:37:33.986839] [INFO ] [sig       ] Z: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:34.136761] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/Z.txt
[2025-12-10T20:37:34.136980] [INFO ] [sig       ] [3587/3612] Completed Z in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 8.7s
[2025-12-10T20:37:34.137025] [INFO ] [sig       ] [3588/3612] Forecasting ZBH...
[2025-12-10T20:37:34.137053] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-10T20:37:34.137084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-10T20:37:34.151101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-10T20:37:34.151539] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-10T20:37:34.152452] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-10T20:37:34.152506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:34.152539] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:34.152608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:34.152673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:34.215709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:34.216827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:34.216923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:34.216958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:34.344109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:34.344342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:34.344389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:34.344417] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:34.348321] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-10T20:37:34.348690] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-10T20:37:34.348843] [INFO ] [sig       ] ZBH: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:34.494754] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZBH.txt
[2025-12-10T20:37:34.494972] [INFO ] [sig       ] [3588/3612] Completed ZBH in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 8.4s
[2025-12-10T20:37:34.495019] [INFO ] [sig       ] [3589/3612] Forecasting ZBIO...
[2025-12-10T20:37:34.495047] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-10T20:37:34.495078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-10T20:37:34.509969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-10T20:37:34.510547] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-10T20:37:34.511749] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-10T20:37:34.511800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:34.511831] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:34.511857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:34.511913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:34.573654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:34.574748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:34.574849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:34.574925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:34.707110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:34.707330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:34.707376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:34.707405] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:34.711154] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-12-10T20:37:34.711445] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-10T20:37:34.711603] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:34.863631] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZBIO.txt
[2025-12-10T20:37:34.863867] [INFO ] [sig       ] [3589/3612] Completed ZBIO in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 8.0s
[2025-12-10T20:37:34.863918] [INFO ] [sig       ] [3590/3612] Forecasting ZBRA...
[2025-12-10T20:37:34.863948] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-10T20:37:34.863979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-10T20:37:34.877460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-10T20:37:34.878057] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-10T20:37:34.878998] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-10T20:37:34.879049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:34.879080] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:34.879105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:34.879161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:34.940081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:34.941432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:34.941636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:34.941674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:35.069135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:35.069369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:35.069629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:35.069665] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:35.073743] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=40.22%)
[2025-12-10T20:37:35.074037] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-10T20:37:35.074166] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:35.219872] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZBRA.txt
[2025-12-10T20:37:35.220071] [INFO ] [sig       ] [3590/3612] Completed ZBRA in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 7.7s
[2025-12-10T20:37:35.220111] [INFO ] [sig       ] [3591/3612] Forecasting ZD...
[2025-12-10T20:37:35.220141] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-10T20:37:35.220172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-10T20:37:35.234232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-10T20:37:35.234690] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-10T20:37:35.235755] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-10T20:37:35.235808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:35.235841] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:35.235868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:35.235927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:35.296412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:35.297693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:35.297810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:35.297845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:35.425423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:35.425654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:35.425696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:35.425724] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:35.429885] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-10T20:37:35.430194] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-10T20:37:35.430326] [INFO ] [sig       ] ZD: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:35.578166] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZD.txt
[2025-12-10T20:37:35.578359] [INFO ] [sig       ] [3591/3612] Completed ZD in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 7.3s
[2025-12-10T20:37:35.578402] [INFO ] [sig       ] [3592/3612] Forecasting ZEPP...
[2025-12-10T20:37:35.578434] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-10T20:37:35.578475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-10T20:37:35.595924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-10T20:37:35.596489] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-10T20:37:35.597440] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-10T20:37:35.597493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:35.597534] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:35.597564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:35.597642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:35.656744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:35.657994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:35.658087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:35.658122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:35.775433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:35.775683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:35.775758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:35.775787] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:35.779740] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-10T20:37:35.780068] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-10T20:37:35.780208] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:35.930402] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZEPP.txt
[2025-12-10T20:37:35.930684] [INFO ] [sig       ] [3592/3612] Completed ZEPP in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 7.0s
[2025-12-10T20:37:35.930733] [INFO ] [sig       ] [3593/3612] Forecasting ZETA...
[2025-12-10T20:37:35.930765] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-10T20:37:35.930796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-10T20:37:35.945506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-10T20:37:35.946046] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-10T20:37:35.947209] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-10T20:37:35.947263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:35.947298] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:35.947325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:35.947383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:36.008815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:36.009929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:36.010023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:36.010057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:36.139949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:36.140218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:36.140271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:36.140299] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:36.144246] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-10T20:37:36.144565] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-10T20:37:36.144722] [INFO ] [sig       ] ZETA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:36.292800] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZETA.txt
[2025-12-10T20:37:36.292999] [INFO ] [sig       ] [3593/3612] Completed ZETA in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 6.6s
[2025-12-10T20:37:36.293040] [INFO ] [sig       ] [3594/3612] Forecasting ZEUS...
[2025-12-10T20:37:36.293072] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-10T20:37:36.293102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-10T20:37:36.307708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-10T20:37:36.311686] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-10T20:37:36.312943] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-10T20:37:36.312997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:36.313031] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:36.313060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:36.313118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:36.374359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:36.375527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:36.375666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:36.375713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:36.517078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:36.517318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:36.517365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:36.517395] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:36.521901] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-10T20:37:36.522230] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-10T20:37:36.522595] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:36.668227] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZEUS.txt
[2025-12-10T20:37:36.668647] [INFO ] [sig       ] [3594/3612] Completed ZEUS in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 6.3s
[2025-12-10T20:37:36.668694] [INFO ] [sig       ] [3595/3612] Forecasting ZG...
[2025-12-10T20:37:36.668725] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-10T20:37:36.668755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-10T20:37:36.683100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-10T20:37:36.683678] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-10T20:37:36.684564] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-10T20:37:36.684637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:36.684671] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:36.684699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:36.684757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:36.746795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:36.747964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:36.748058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:36.748101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:36.871669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:36.871896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:36.871938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:36.871966] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:36.875899] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=82.47%)
[2025-12-10T20:37:36.876198] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-10T20:37:36.876521] [INFO ] [sig       ] ZG: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:37.024722] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZG.txt
[2025-12-10T20:37:37.024942] [INFO ] [sig       ] [3595/3612] Completed ZG in 0.4s | 2.87 sym/s | Total: 20.8m | ETA: 5.9s
[2025-12-10T20:37:37.024990] [INFO ] [sig       ] [3596/3612] Forecasting ZGN...
[2025-12-10T20:37:37.025021] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-10T20:37:37.025052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-10T20:37:37.041924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-10T20:37:37.042793] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-10T20:37:37.043982] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-10T20:37:37.044035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:37.044116] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:37.044152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:37.044213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:37.105842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:37.107013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:37.107115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:37.107152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:37.239140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:37.239371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:37.239419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:37.239448] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:37.243224] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-10T20:37:37.243532] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-10T20:37:37.243689] [INFO ] [sig       ] ZGN: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:37.387443] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZGN.txt
[2025-12-10T20:37:37.387632] [INFO ] [sig       ] [3596/3612] Completed ZGN in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 5.6s
[2025-12-10T20:37:37.387675] [INFO ] [sig       ] [3597/3612] Forecasting ZH...
[2025-12-10T20:37:37.387704] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-10T20:37:37.387764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-10T20:37:37.401795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-10T20:37:37.402464] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-10T20:37:37.403547] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-10T20:37:37.403622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:37.403657] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:37.403685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:37.403745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:37.463002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:37.464009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:37.464105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:37.464141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:37.584531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:37.584810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:37.584855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:37.584882] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:37.588653] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-10T20:37:37.588952] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-10T20:37:37.589081] [INFO ] [sig       ] ZH: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:37.732857] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZH.txt
[2025-12-10T20:37:37.733061] [INFO ] [sig       ] [3597/3612] Completed ZH in 0.3s | 2.87 sym/s | Total: 20.9m | ETA: 5.2s
[2025-12-10T20:37:37.733104] [INFO ] [sig       ] [3598/3612] Forecasting ZIM...
[2025-12-10T20:37:37.733135] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-10T20:37:37.733167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-10T20:37:37.748665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-10T20:37:37.749197] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-10T20:37:37.750282] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-10T20:37:37.750335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:37.750368] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:37.750393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:37.750449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:37.812548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:37.813854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:37.813949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:37.813982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:37.939464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:37.939696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:37.939740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:37.939766] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:37.943773] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-10T20:37:37.944068] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-10T20:37:37.944196] [INFO ] [sig       ] ZIM: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:38.089557] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZIM.txt
[2025-12-10T20:37:38.089757] [INFO ] [sig       ] [3598/3612] Completed ZIM in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 4.9s
[2025-12-10T20:37:38.089800] [INFO ] [sig       ] [3599/3612] Forecasting ZION...
[2025-12-10T20:37:38.089829] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-10T20:37:38.089859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-10T20:37:38.103845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-10T20:37:38.104493] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-10T20:37:38.105669] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-10T20:37:38.105722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:38.105754] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:38.105781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:38.105840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:38.167399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:38.168753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:38.168883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:38.168918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:38.305987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:38.306216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:38.306260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:38.306288] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:38.310824] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-10T20:37:38.311232] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-10T20:37:38.311615] [INFO ] [sig       ] ZION: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:38.484832] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZION.txt
[2025-12-10T20:37:38.485046] [INFO ] [sig       ] [3599/3612] Completed ZION in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 4.5s
[2025-12-10T20:37:38.485091] [INFO ] [sig       ] [3600/3612] Forecasting ZIP...
[2025-12-10T20:37:38.485120] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-10T20:37:38.485150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-10T20:37:38.500148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-10T20:37:38.500625] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-10T20:37:38.501763] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-10T20:37:38.501829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:38.501876] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:38.501914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:38.501993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:38.581844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:38.582770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:38.582856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:38.582888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:38.708897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:38.709052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:38.709091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:38.709119] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:38.712566] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-10T20:37:38.712880] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-10T20:37:38.713008] [INFO ] [sig       ] ZIP: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:38.863761] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZIP.txt
[2025-12-10T20:37:38.863886] [INFO ] [sig       ] [3600/3612] Completed ZIP in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 4.2s
[2025-12-10T20:37:38.863925] [INFO ] [sig       ] [3601/3612] Forecasting ZLAB...
[2025-12-10T20:37:38.863953] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-10T20:37:38.863981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-10T20:37:38.875462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-10T20:37:38.875801] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-10T20:37:38.876755] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-10T20:37:38.876805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:38.876849] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:38.876877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:38.876936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:38.933209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:38.933891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:38.933967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:38.933999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:39.054943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:39.055095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:39.055134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:39.055162] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:39.058532] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-10T20:37:39.058824] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-10T20:37:39.058948] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:39.208141] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZLAB.txt
[2025-12-10T20:37:39.208303] [INFO ] [sig       ] [3601/3612] Completed ZLAB in 0.3s | 2.87 sym/s | Total: 20.9m | ETA: 3.8s
[2025-12-10T20:37:39.208343] [INFO ] [sig       ] [3602/3612] Forecasting ZM...
[2025-12-10T20:37:39.208371] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-10T20:37:39.208400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-10T20:37:39.220273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-10T20:37:39.220676] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-10T20:37:39.221455] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-10T20:37:39.221507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:39.221539] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:39.221565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:39.221644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:39.280842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:39.281763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:39.281853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:39.281887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:39.401838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:39.401989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:39.402028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:39.402055] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:39.405417] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-10T20:37:39.405707] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-10T20:37:39.405830] [INFO ] [sig       ] ZM: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:39.547029] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZM.txt
[2025-12-10T20:37:39.547150] [INFO ] [sig       ] [3602/3612] Completed ZM in 0.3s | 2.87 sym/s | Total: 20.9m | ETA: 3.5s
[2025-12-10T20:37:39.547188] [INFO ] [sig       ] [3603/3612] Forecasting ZNTL...
[2025-12-10T20:37:39.547216] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-10T20:37:39.547244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-10T20:37:39.558561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-10T20:37:39.558910] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-10T20:37:39.559705] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-10T20:37:39.559756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:39.559788] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:39.559814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:39.559869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:39.621636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:39.622282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:39.622359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:39.622392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:39.745300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:39.745442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:39.745480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:39.745507] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:39.749176] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-12-10T20:37:39.749451] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-10T20:37:39.749569] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:39.899356] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZNTL.txt
[2025-12-10T20:37:39.899831] [INFO ] [sig       ] [3603/3612] Completed ZNTL in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 3.1s
[2025-12-10T20:37:39.899881] [INFO ] [sig       ] [3604/3612] Forecasting ZS...
[2025-12-10T20:37:39.899918] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-10T20:37:39.899949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-10T20:37:39.914701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-10T20:37:39.915203] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-10T20:37:39.916344] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-10T20:37:39.916396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:39.916428] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:39.916455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:39.916513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:39.984664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:39.986080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:39.986175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:39.986207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:40.110784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:40.111016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:40.111061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:40.111090] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:40.115094] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-10T20:37:40.115419] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-10T20:37:40.115559] [INFO ] [sig       ] ZS: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:40.260202] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZS.txt
[2025-12-10T20:37:40.260372] [INFO ] [sig       ] [3604/3612] Completed ZS in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 2.8s
[2025-12-10T20:37:40.260412] [INFO ] [sig       ] [3605/3612] Forecasting ZTO...
[2025-12-10T20:37:40.260449] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-10T20:37:40.260479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-10T20:37:40.273203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-10T20:37:40.273626] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-10T20:37:40.274469] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-10T20:37:40.274519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:40.274551] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:40.274598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:40.274657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:40.331524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:40.332424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:40.332515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:40.332546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:40.451754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:40.451980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:40.452023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:40.452052] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:40.455817] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=63.18%)
[2025-12-10T20:37:40.456136] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-10T20:37:40.456265] [INFO ] [sig       ] ZTO: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:40.600068] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZTO.txt
[2025-12-10T20:37:40.600255] [INFO ] [sig       ] [3605/3612] Completed ZTO in 0.3s | 2.87 sym/s | Total: 20.9m | ETA: 2.4s
[2025-12-10T20:37:40.600300] [INFO ] [sig       ] [3606/3612] Forecasting ZTS...
[2025-12-10T20:37:40.600330] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-10T20:37:40.600549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-10T20:37:40.614232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-10T20:37:40.614701] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-10T20:37:40.615604] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-10T20:37:40.615656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:40.615688] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:40.615716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:40.615774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:40.677256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:40.678688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:40.678784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:40.678867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:40.804188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:40.804415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:40.804457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:40.804485] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:40.808441] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-10T20:37:40.808761] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-10T20:37:40.808892] [INFO ] [sig       ] ZTS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:40.949438] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZTS.txt
[2025-12-10T20:37:40.949656] [INFO ] [sig       ] [3606/3612] Completed ZTS in 0.3s | 2.87 sym/s | Total: 20.9m | ETA: 2.1s
[2025-12-10T20:37:40.949699] [INFO ] [sig       ] [3607/3612] Forecasting ZUMZ...
[2025-12-10T20:37:40.949728] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-10T20:37:40.949759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-10T20:37:40.963264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-10T20:37:40.963811] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-10T20:37:40.964677] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-10T20:37:40.964727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:40.964759] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:40.964786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:40.964841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:41.022393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:41.023760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:41.023852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:41.023884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:41.151045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:41.151274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:41.151320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:41.151349] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:41.155243] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=69.49%)
[2025-12-10T20:37:41.155564] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-10T20:37:41.155726] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:41.303856] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZUMZ.txt
[2025-12-10T20:37:41.304073] [INFO ] [sig       ] [3607/3612] Completed ZUMZ in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 1.7s
[2025-12-10T20:37:41.304120] [INFO ] [sig       ] [3608/3612] Forecasting ZURA...
[2025-12-10T20:37:41.304153] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-10T20:37:41.304186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-10T20:37:41.317914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-10T20:37:41.318374] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-10T20:37:41.319451] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-10T20:37:41.319508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:41.319545] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:41.319594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:41.319654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:41.381966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:41.383200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:41.383298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:41.383332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:41.511708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:41.511930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:41.511976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:41.512030] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:41.516084] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-10T20:37:41.516377] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-10T20:37:41.516505] [INFO ] [sig       ] ZURA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:41.661819] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZURA.txt
[2025-12-10T20:37:41.662008] [INFO ] [sig       ] [3608/3612] Completed ZURA in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 1.4s
[2025-12-10T20:37:41.662051] [INFO ] [sig       ] [3609/3612] Forecasting ZVIA...
[2025-12-10T20:37:41.662079] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-10T20:37:41.662107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-10T20:37:41.674050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-10T20:37:41.674398] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-10T20:37:41.675242] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-10T20:37:41.675294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:41.675325] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:41.675352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:41.675408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:41.736355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:41.737068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:41.737151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:41.737191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:41.872361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:41.872524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:41.872563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:41.872610] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:41.875961] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=39.74%)
[2025-12-10T20:37:41.876248] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-10T20:37:41.876382] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:42.016836] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZVIA.txt
[2025-12-10T20:37:42.016985] [INFO ] [sig       ] [3609/3612] Completed ZVIA in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 1.0s
[2025-12-10T20:37:42.017024] [INFO ] [sig       ] [3610/3612] Forecasting ZVRA...
[2025-12-10T20:37:42.017054] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-10T20:37:42.017082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-10T20:37:42.028319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-10T20:37:42.028640] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-10T20:37:42.029435] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-10T20:37:42.029485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:42.029516] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:42.029542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:42.029616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:42.090016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:42.090785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:42.090866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:42.090914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:42.210417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:42.210562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:42.210620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:42.210651] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:42.214107] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=52.41%)
[2025-12-10T20:37:42.214397] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-10T20:37:42.214529] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:42.357660] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZVRA.txt
[2025-12-10T20:37:42.357811] [INFO ] [sig       ] [3610/3612] Completed ZVRA in 0.3s | 2.87 sym/s | Total: 20.9m | ETA: 0.7s
[2025-12-10T20:37:42.357850] [INFO ] [sig       ] [3611/3612] Forecasting ZWS...
[2025-12-10T20:37:42.357880] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-10T20:37:42.357910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-10T20:37:42.369245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-10T20:37:42.369548] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-10T20:37:42.370332] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-10T20:37:42.370383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:42.370420] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:42.370461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:42.370520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:42.429778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:42.430437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:42.430515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:42.430546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:42.562089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:42.562259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:42.562305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:42.562341] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:42.565876] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-12-10T20:37:42.566194] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-10T20:37:42.566352] [INFO ] [sig       ] ZWS: Forecast for 2025-12-10: UP (sign=1.00)
[2025-12-10T20:37:42.714655] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-11	1 -> ./output/forecasts/individual/2025-12-11/ZWS.txt
[2025-12-10T20:37:42.714797] [INFO ] [sig       ] [3611/3612] Completed ZWS in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 0.3s
[2025-12-10T20:37:42.714836] [INFO ] [sig       ] [3612/3612] Forecasting ZYME...
[2025-12-10T20:37:42.714867] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-10T20:37:42.714898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-10T20:37:42.729171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-10T20:37:42.729464] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-10T20:37:42.730269] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-10T20:37:42.730332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-10T20:37:42.730371] [DEBUG] [FORECASTER] Starting train method
[2025-12-10T20:37:42.730408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-10T20:37:42.730465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-10T20:37:42.790610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-10T20:37:42.791307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-10T20:37:42.791570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-10T20:37:42.791621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-10T20:37:42.913723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-10T20:37:42.913885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-10T20:37:42.913924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-10T20:37:42.913955] [INFO ] [FORECASTER] Training complete
[2025-12-10T20:37:42.917549] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-10T20:37:42.917889] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-10T20:37:42.918030] [INFO ] [sig       ] ZYME: Forecast for 2025-12-10: DOWN (sign=0.00)
[2025-12-10T20:37:43.070119] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-11	0 -> ./output/forecasts/individual/2025-12-11/ZYME.txt
[2025-12-10T20:37:43.070275] [INFO ] [sig       ] [3612/3612] Completed ZYME in 0.4s | 2.87 sym/s | Total: 20.9m | ETA: 0.0s
[2025-12-10T20:37:43.070317] [INFO ] [sig       ] ==================================================
[2025-12-10T20:37:43.070346] [INFO ] [sig       ] Forecasts complete: 3612/3612 symbols succeeded
[2025-12-10T20:37:43.070374] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-10T20:37:43.070408] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-10T20:37:43.070784] [INFO ] [sig       ] Found 42 forecast dates to process
[2025-12-10T20:37:43.070831] [INFO ] [sig       ] [1/42] Processing report for 2025-10-10...
[2025-12-10T20:37:43.070874] [INFO ] [sig       ] [1/42] Report for 2025-10-10 already exists, skipping...
[2025-12-10T20:37:43.070904] [INFO ] [sig       ] [2/42] Processing report for 2025-10-13...
[2025-12-10T20:37:43.070967] [INFO ] [sig       ] [2/42] Report for 2025-10-13 already exists, skipping...
[2025-12-10T20:37:43.070995] [INFO ] [sig       ] [3/42] Processing report for 2025-10-14...
[2025-12-10T20:37:43.071028] [INFO ] [sig       ] [3/42] Report for 2025-10-14 already exists, skipping...
[2025-12-10T20:37:43.071054] [INFO ] [sig       ] [4/42] Processing report for 2025-10-15...
[2025-12-10T20:37:43.071085] [INFO ] [sig       ] [4/42] Report for 2025-10-15 already exists, skipping...
[2025-12-10T20:37:43.071112] [INFO ] [sig       ] [5/42] Processing report for 2025-10-16...
[2025-12-10T20:37:43.071142] [INFO ] [sig       ] [5/42] Report for 2025-10-16 already exists, skipping...
[2025-12-10T20:37:43.071168] [INFO ] [sig       ] [6/42] Processing report for 2025-10-17...
[2025-12-10T20:37:43.071198] [INFO ] [sig       ] [6/42] Report for 2025-10-17 already exists, skipping...
[2025-12-10T20:37:43.071224] [INFO ] [sig       ] [7/42] Processing report for 2025-10-20...
[2025-12-10T20:37:43.071254] [INFO ] [sig       ] [7/42] Report for 2025-10-20 already exists, skipping...
[2025-12-10T20:37:43.071280] [INFO ] [sig       ] [8/42] Processing report for 2025-10-21...
[2025-12-10T20:37:43.071310] [INFO ] [sig       ] [8/42] Report for 2025-10-21 already exists, skipping...
[2025-12-10T20:37:43.071335] [INFO ] [sig       ] [9/42] Processing report for 2025-10-22...
[2025-12-10T20:37:43.071365] [INFO ] [sig       ] [9/42] Report for 2025-10-22 already exists, skipping...
[2025-12-10T20:37:43.071390] [INFO ] [sig       ] [10/42] Processing report for 2025-10-23...
[2025-12-10T20:37:43.071420] [INFO ] [sig       ] [10/42] Report for 2025-10-23 already exists, skipping...
[2025-12-10T20:37:43.071446] [INFO ] [sig       ] [11/42] Processing report for 2025-10-24...
[2025-12-10T20:37:43.071475] [INFO ] [sig       ] [11/42] Report for 2025-10-24 already exists, skipping...
[2025-12-10T20:37:43.071500] [INFO ] [sig       ] [12/42] Processing report for 2025-10-27...
[2025-12-10T20:37:43.071555] [INFO ] [sig       ] [12/42] Report for 2025-10-27 already exists, skipping...
[2025-12-10T20:37:43.071613] [INFO ] [sig       ] [13/42] Processing report for 2025-10-28...
[2025-12-10T20:37:43.071658] [INFO ] [sig       ] [13/42] Report for 2025-10-28 already exists, skipping...
[2025-12-10T20:37:43.071686] [INFO ] [sig       ] [14/42] Processing report for 2025-10-30...
[2025-12-10T20:37:43.071717] [INFO ] [sig       ] [14/42] Report for 2025-10-30 already exists, skipping...
[2025-12-10T20:37:43.071742] [INFO ] [sig       ] [15/42] Processing report for 2025-10-31...
[2025-12-10T20:37:43.071773] [INFO ] [sig       ] [15/42] Report for 2025-10-31 already exists, skipping...
[2025-12-10T20:37:43.071799] [INFO ] [sig       ] [16/42] Processing report for 2025-11-03...
[2025-12-10T20:37:43.071829] [INFO ] [sig       ] [16/42] Report for 2025-11-03 already exists, skipping...
[2025-12-10T20:37:43.071854] [INFO ] [sig       ] [17/42] Processing report for 2025-11-04...
[2025-12-10T20:37:43.071883] [INFO ] [sig       ] [17/42] Report for 2025-11-04 already exists, skipping...
[2025-12-10T20:37:43.071909] [INFO ] [sig       ] [18/42] Processing report for 2025-11-05...
[2025-12-10T20:37:43.071940] [INFO ] [sig       ] [18/42] Report for 2025-11-05 already exists, skipping...
[2025-12-10T20:37:43.071965] [INFO ] [sig       ] [19/42] Processing report for 2025-11-06...
[2025-12-10T20:37:43.071994] [INFO ] [sig       ] [19/42] Report for 2025-11-06 already exists, skipping...
[2025-12-10T20:37:43.072019] [INFO ] [sig       ] [20/42] Processing report for 2025-11-07...
[2025-12-10T20:37:43.072049] [INFO ] [sig       ] [20/42] Report for 2025-11-07 already exists, skipping...
[2025-12-10T20:37:43.072073] [INFO ] [sig       ] [21/42] Processing report for 2025-11-10...
[2025-12-10T20:37:43.072104] [INFO ] [sig       ] [21/42] Report for 2025-11-10 already exists, skipping...
[2025-12-10T20:37:43.072130] [INFO ] [sig       ] [22/42] Processing report for 2025-11-11...
[2025-12-10T20:37:43.072159] [INFO ] [sig       ] [22/42] Report for 2025-11-11 already exists, skipping...
[2025-12-10T20:37:43.072184] [INFO ] [sig       ] [23/42] Processing report for 2025-11-12...
[2025-12-10T20:37:43.072213] [INFO ] [sig       ] [23/42] Report for 2025-11-12 already exists, skipping...
[2025-12-10T20:37:43.072238] [INFO ] [sig       ] [24/42] Processing report for 2025-11-13...
[2025-12-10T20:37:43.072268] [INFO ] [sig       ] [24/42] Report for 2025-11-13 already exists, skipping...
[2025-12-10T20:37:43.072292] [INFO ] [sig       ] [25/42] Processing report for 2025-11-17...
[2025-12-10T20:37:43.072322] [INFO ] [sig       ] [25/42] Report for 2025-11-17 already exists, skipping...
[2025-12-10T20:37:43.072346] [INFO ] [sig       ] [26/42] Processing report for 2025-11-18...
[2025-12-10T20:37:43.072376] [INFO ] [sig       ] [26/42] Report for 2025-11-18 already exists, skipping...
[2025-12-10T20:37:43.072401] [INFO ] [sig       ] [27/42] Processing report for 2025-11-19...
[2025-12-10T20:37:43.072431] [INFO ] [sig       ] [27/42] Report for 2025-11-19 already exists, skipping...
[2025-12-10T20:37:43.072456] [INFO ] [sig       ] [28/42] Processing report for 2025-11-20...
[2025-12-10T20:37:43.072486] [INFO ] [sig       ] [28/42] Report for 2025-11-20 already exists, skipping...
[2025-12-10T20:37:43.072511] [INFO ] [sig       ] [29/42] Processing report for 2025-11-21...
[2025-12-10T20:37:43.072543] [INFO ] [sig       ] [29/42] Report for 2025-11-21 already exists, skipping...
[2025-12-10T20:37:43.072584] [INFO ] [sig       ] [30/42] Processing report for 2025-11-24...
[2025-12-10T20:37:43.072619] [INFO ] [sig       ] [30/42] Report for 2025-11-24 already exists, skipping...
[2025-12-10T20:37:43.072645] [INFO ] [sig       ] [31/42] Processing report for 2025-11-25...
[2025-12-10T20:37:43.072680] [INFO ] [sig       ] [31/42] Report for 2025-11-25 already exists, skipping...
[2025-12-10T20:37:43.072718] [INFO ] [sig       ] [32/42] Processing report for 2025-11-26...
[2025-12-10T20:37:43.072758] [INFO ] [sig       ] [32/42] Report for 2025-11-26 already exists, skipping...
[2025-12-10T20:37:43.072786] [INFO ] [sig       ] [33/42] Processing report for 2025-11-28...
[2025-12-10T20:37:43.072824] [INFO ] [sig       ] [33/42] Report for 2025-11-28 already exists, skipping...
[2025-12-10T20:37:43.072852] [INFO ] [sig       ] [34/42] Processing report for 2025-12-01...
[2025-12-10T20:37:43.072890] [INFO ] [sig       ] [34/42] Report for 2025-12-01 already exists, skipping...
[2025-12-10T20:37:43.072917] [INFO ] [sig       ] [35/42] Processing report for 2025-12-02...
[2025-12-10T20:37:43.072948] [INFO ] [sig       ] [35/42] Report for 2025-12-02 already exists, skipping...
[2025-12-10T20:37:43.072973] [INFO ] [sig       ] [36/42] Processing report for 2025-12-03...
[2025-12-10T20:37:43.073002] [INFO ] [sig       ] [36/42] Report for 2025-12-03 already exists, skipping...
[2025-12-10T20:37:43.073027] [INFO ] [sig       ] [37/42] Processing report for 2025-12-04...
[2025-12-10T20:37:43.073057] [INFO ] [sig       ] [37/42] Report for 2025-12-04 already exists, skipping...
[2025-12-10T20:37:43.073082] [INFO ] [sig       ] [38/42] Processing report for 2025-12-05...
[2025-12-10T20:37:43.073118] [INFO ] [sig       ] [38/42] Report for 2025-12-05 already exists, skipping...
[2025-12-10T20:37:43.073144] [INFO ] [sig       ] [39/42] Processing report for 2025-12-08...
[2025-12-10T20:37:43.073176] [INFO ] [sig       ] [39/42] Report for 2025-12-08 already exists, skipping...
[2025-12-10T20:37:43.073218] [INFO ] [sig       ] [40/42] Processing report for 2025-12-09...
[2025-12-10T20:37:43.073250] [INFO ] [sig       ] [40/42] Report for 2025-12-09 already exists, skipping...
[2025-12-10T20:37:43.073276] [INFO ] [sig       ] [41/42] Processing report for 2025-12-10...
[2025-12-10T20:37:43.073312] [INFO ] [sig       ] [41/42] Report for 2025-12-10 already exists, skipping...
[2025-12-10T20:37:43.073340] [INFO ] [sig       ] [42/42] Processing report for 2025-12-11...
[2025-12-10T20:37:43.142783] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.143312] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.143683] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.144145] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.144226] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.144598] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.144936] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.145362] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.145837] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.146151] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.146477] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.146898] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.147166] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.147699] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.148078] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.148670] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.148965] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.149337] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.149609] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.150022] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.150448] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.151038] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.151362] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.151993] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.152412] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.152491] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.152798] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.152875] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.153136] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.153437] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.153737] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.154091] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.154342] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.154710] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.155012] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.155384] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.155690] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.155943] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.156193] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.156496] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.156791] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.157041] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.157110] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.157169] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.157250] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.157641] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.158034] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.158340] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.158645] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.158715] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.159103] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.159500] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.159771] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.160094] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.160667] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.160968] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.161370] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.161638] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.161896] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.162306] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.162592] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.162959] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.163373] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.163686] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.163760] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.164028] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.164465] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.164774] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.165040] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.165341] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.165842] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.166151] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.166455] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.166697] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.166936] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.167175] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.167530] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.167897] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.168188] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.168684] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.169021] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.169453] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.169782] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.170053] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.170429] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.170750] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.171065] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.171431] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.171748] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.171819] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.172081] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.172444] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.172824] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.173084] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.173443] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.173768] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.174035] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.174334] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.174696] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.175002] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.175258] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.175536] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.175847] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.176158] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.176419] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.176667] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.176734] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.177061] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.177323] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.177634] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.177702] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.177976] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.178289] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.178601] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.178897] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.178992] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.179384] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.179797] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.179874] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.180187] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.180504] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.180805] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.181118] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.181193] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.181439] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.181682] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.181943] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-10T20:37:43.182010] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.182070] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.182140] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.182424] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.182873] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.183128] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.183815] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.184150] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.184598] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.185013] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.185352] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.185671] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-10T20:37:43.186053] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.186343] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.186412] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.186728] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.186999] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.187070] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.187352] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.187981] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.188247] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.188672] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.188751] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.189001] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.189377] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.189652] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.190067] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.190329] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.190683] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.191024] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.191279] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.191632] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.191874] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.192122] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.192422] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.192674] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.192974] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.193347] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.193649] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.193944] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.194192] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.194457] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.194748] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.195139] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.195213] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.195624] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.195696] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.196031] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.196340] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.196742] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.197040] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.197304] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.197560] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.197892] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.198308] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.198591] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.198846] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.199113] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.199374] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.199645] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.199897] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.200188] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.200538] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.200917] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.201271] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.201538] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.201861] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.201937] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.202173] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.202464] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.202754] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.203065] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.203136] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.203370] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.203609] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.203677] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.203981] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.204223] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.204597] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.204676] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.204745] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.204822] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.205073] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.205383] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.205678] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.205747] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.206043] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.206305] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.206669] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.207064] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.207510] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.207836] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.208175] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.208438] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.208831] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.209073] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.209464] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.209824] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.210128] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.210422] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.210813] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.211205] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.211448] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.211737] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.211805] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.212049] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.212290] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.212631] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.212974] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.213372] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.213446] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.213677] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.213962] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.214257] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.214515] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.214770] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.215060] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.215341] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.215633] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.215724] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.215969] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.216044] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.216278] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.216344] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.216585] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.216979] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.217220] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.217612] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.217905] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.218200] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.218487] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.218553] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.218956] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.219348] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.219600] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.219902] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.219968] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.220206] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.220498] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.220735] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.221075] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.221465] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.221707] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.221946] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.222300] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.222600] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.222856] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.223096] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.223337] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.223595] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.223846] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.224194] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.224599] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.224912] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.225322] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.225629] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.225703] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.226108] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.226402] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.226664] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.226952] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.227187] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.227430] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.227683] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.228005] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.228261] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.228603] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.228670] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.228903] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.228970] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.229238] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.229496] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.229564] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.229844] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.230190] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.230598] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.230888] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.231140] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.231394] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.231632] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.231917] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.232201] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.232450] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.232679] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.232923] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.233282] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.233535] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.233840] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.234126] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.234359] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.234653] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.234936] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.235216] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.235551] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.235928] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.236267] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.236518] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.236935] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.237178] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.237470] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.237769] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.238164] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.238422] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.238676] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.239068] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.239306] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.239608] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.239968] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.240035] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.240304] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.240371] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.240599] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.240889] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.241124] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.241512] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.241769] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.242024] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.242264] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.242519] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.242793] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.243079] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.243359] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.243425] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.243780] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.244019] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.244308] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.244376] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.244604] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.244893] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.245178] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.245469] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.245756] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-10T20:37:43.246014] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.246317] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.246591] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.246887] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.247119] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.247399] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.247629] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.247863] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.248169] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.248419] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.248823] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.249225] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.249614] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.249854] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.250142] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.250430] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.250508] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.250739] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.251028] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.251316] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.251596] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.251875] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.252258] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.252324] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.252701] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.253059] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.253295] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.253755] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.254046] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.254303] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.254540] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.254955] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.255351] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.255639] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.255705] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.255937] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.256223] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.256510] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.256818] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-10T20:37:43.257212] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.257661] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.258046] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.258291] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.258633] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.258889] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.259127] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.259380] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.259978] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.260227] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.260629] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.260695] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.260925] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.261314] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.261379] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.261660] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.261897] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.262184] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.262478] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.262544] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.262838] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.263170] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.263503] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.263855] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.263923] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.264200] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.264478] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.264792] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.265165] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.265532] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.265968] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.266371] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.266439] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.266724] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.267118] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.267507] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.267805] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.268114] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.268386] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.268629] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.268880] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.269131] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.269530] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.269853] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.270196] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.270495] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.270604] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.270892] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.271147] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.271391] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.271685] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.271979] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.272280] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.272345] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.272400] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.272673] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.272737] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.272960] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.273235] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.273514] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.273599] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.273875] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.274159] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.274225] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.274495] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.274742] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.275130] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.275477] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.275833] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.276095] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.276348] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.276632] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.276868] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.277152] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.277385] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.277629] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.277972] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.278232] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.278308] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.278692] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.278981] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.279057] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.279286] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.279533] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.279901] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.280147] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.280546] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.280645] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.280707] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.280988] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.281238] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.281500] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.281847] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.282140] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.282643] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.282940] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.283232] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.283300] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.283732] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.283979] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.284217] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.284509] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.284922] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.285211] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.285277] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.285523] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.285937] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.286241] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.286503] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.286808] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.286877] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.287120] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.287505] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.287906] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.288196] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.288481] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.288612] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.288882] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.289219] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.289563] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.289943] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.290383] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.290719] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.290812] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.291083] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.291181] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.291494] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.291852] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.292131] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.292425] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.292859] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.293140] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.293470] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.293565] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.293862] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.294194] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.294500] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.294800] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.294899] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.295186] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.295302] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.295713] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.296016] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.296367] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.296652] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.296924] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.297212] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.297310] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.297570] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.297928] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.298249] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.298602] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.299038] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.299325] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.299678] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.300024] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.300325] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.300666] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.300997] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.301271] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.301545] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.301916] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.302248] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.302530] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.302820] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.303128] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.303229] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.303534] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.303862] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.303985] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.304292] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.304619] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.304952] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.305252] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.305594] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.305865] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.305954] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.306270] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.306607] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.306978] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.307306] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.307615] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.307962] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.308301] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.308608] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.308940] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.309271] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.309548] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.309896] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.310233] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.310335] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.310647] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.310980] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.311273] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.311611] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.311893] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.312219] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.312546] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.312850] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.313127] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.313418] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.313707] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.313804] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.314120] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.314428] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.314725] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.315069] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.315412] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.315695] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.315967] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.316288] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.316610] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.316886] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.317160] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.317261] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.317596] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.317880] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.318217] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.318557] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.318919] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.319210] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.319522] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.319849] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.320145] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.320430] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.320761] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.321109] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.321213] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.321509] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.321839] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.322145] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.322488] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.322810] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.323148] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.323440] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.323740] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.324147] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.324461] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.324759] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.325096] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.325371] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.325646] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.325921] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.326247] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.326723] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.327002] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.327305] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.327890] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.328266] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.328588] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.328926] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.329023] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.329344] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.329686] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-10T20:37:43.330017] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.330296] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.330598] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.330884] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.331157] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.331509] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.331892] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.332236] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.332515] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.332815] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.333140] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.333257] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.333593] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.333935] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.334269] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.334553] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.334853] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.335132] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.335464] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.335758] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.336059] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.336385] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.336674] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.336981] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.337322] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.337617] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.337944] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.338241] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.338527] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.338891] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.339228] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.339650] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.340803] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.341111] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.341449] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.341541] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.341888] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.342182] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.342492] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.342793] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.343069] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.343343] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.343692] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.343790] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.344124] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.344465] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.344738] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.345065] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.345392] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.345717] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.346794] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.346893] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.347216] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.347621] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.348021] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.348346] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.348415] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.348694] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.348958] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.349234] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.349527] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.349837] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.350073] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.350138] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.350193] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.350435] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.350714] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.350977] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.351208] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.351437] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.351669] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.351901] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-10T20:37:43.352179] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.352421] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.352667] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.352945] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.353227] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.353459] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.353738] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.353804] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.353860] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.354133] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.354199] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.354260] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.354540] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.354844] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.355126] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-10T20:37:43.355373] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.355656] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.355938] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.356004] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.356253] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.356534] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.356785] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.357066] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.357299] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.357531] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.357834] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.358123] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.358405] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.358687] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.358938] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.359221] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.359287] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.359560] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.359811] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.359876] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.360147] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.360376] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.360608] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.360903] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.360968] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.361241] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.361472] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.361707] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.361939] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.362219] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.362497] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-10T20:37:43.362728] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.363011] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.363288] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.363518] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.363836] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.364067] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.364385] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.364658] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.364964] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.365267] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.365521] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.365818] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.366080] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.366144] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.366420] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.366484] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.366709] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.366937] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.367162] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.367405] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.367635] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.367920] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.368207] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.368498] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.368564] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.368815] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.369053] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.369284] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.369514] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.369779] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.370063] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.370347] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.370596] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.370833] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.370913] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.371140] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.371205] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.371487] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.371772] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.372007] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.372239] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.372490] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.372567] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.372834] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.373127] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.373410] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.373644] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.373876] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.374156] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.374446] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.374693] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.374943] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.375225] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.375509] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.375778] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.376013] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.376294] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.376662] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.376952] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.377257] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.377733] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-10T20:37:43.377984] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.378257] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.378535] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.378851] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.379112] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.379399] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.379632] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.379914] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.380199] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.380478] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.380769] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.381055] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.381334] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.381615] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.381679] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.381950] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.382275] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.382594] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.382662] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.382911] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.383213] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.383513] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.383599] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.383895] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.383961] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.384186] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.384421] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.384654] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.384884] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.384949] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.385191] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.385471] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.385703] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.385988] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.386053] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.386293] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.386715] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.386783] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.387060] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.387347] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.387835] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.388080] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.388322] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.388598] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.388844] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.389133] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.389367] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.389616] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.389865] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.390095] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.390391] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.390643] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.390923] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.391201] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.391484] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.391762] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.391835] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.392116] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.392397] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.392677] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.392958] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.393188] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.393435] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.393716] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.394001] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.394280] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.394514] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.394780] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.395012] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.395254] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.395502] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.395751] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.396031] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.396308] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.396374] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.396596] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.396877] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.397106] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.397337] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.397614] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.397897] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.398182] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.398416] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.398649] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.398880] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.399110] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.399390] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.399713] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.400017] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.400319] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.400584] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.400862] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.401116] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.401408] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.401691] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.401924] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.402174] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.402461] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.402699] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-10T20:37:43.402978] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.403206] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.403681] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.403969] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.404258] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.404707] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.404998] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.405254] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.405543] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.405802] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.406039] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.406280] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.406528] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.406779] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.407011] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.407255] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.407508] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.407784] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.408079] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.408374] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.408607] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.408838] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.409069] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.409310] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.409598] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.409888] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.410169] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.410234] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.410516] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-10T20:37:43.410765] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.411050] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.411299] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.411529] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.411781] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.412014] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.412245] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.412477] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.412543] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.412621] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.412894] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.413174] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.413417] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.413700] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.413987] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.414234] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.414466] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.414745] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.414995] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.415061] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.415283] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.415562] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.415650] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.415885] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.416118] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.416347] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.416627] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.416858] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.417137] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.417418] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.417914] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.418231] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.418519] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.419011] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.419273] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.419736] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.420000] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.420295] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.420536] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.420878] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.421175] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.421243] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.421625] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.421694] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.421986] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.422280] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.422522] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.422832] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.423126] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.423197] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.423449] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.423739] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.423995] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.424277] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.424524] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.424827] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.425059] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.425349] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.425632] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.425861] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.426144] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.426381] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.426619] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.426685] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.426912] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.427163] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.427413] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.427479] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.427537] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.427795] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.428031] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.428281] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.428599] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.428836] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.429070] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.429363] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.429601] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.429890] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.430170] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.430644] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.430712] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.431010] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.431319] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.431765] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.432026] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.432320] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.432399] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.432627] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.432922] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.432998] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.433253] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.433520] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.433814] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.434048] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.434306] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.434553] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.434853] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.435132] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.435412] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.435691] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.435921] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.436184] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.436260] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.436576] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.437061] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.437378] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.437766] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.438033] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.438294] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.438678] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.438937] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.439003] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.439294] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.439381] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.439668] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.439909] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.440192] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.440510] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.440786] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.441078] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.441335] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.441732] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.441987] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.442237] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.442490] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.442738] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.442972] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.443256] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.443487] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.443718] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.443949] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.444237] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.444483] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.444714] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.444994] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.445271] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.445505] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.445801] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.445867] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.446139] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.446415] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.446694] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.446927] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.447159] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.447393] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.447671] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.447933] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.448000] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.448224] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.448457] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.448741] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.449023] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.449303] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.449534] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.449840] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.450128] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.450199] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.450494] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.450780] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.450847] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.451075] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.451368] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-10T20:37:43.451620] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.451901] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.452157] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.452391] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.452625] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.452904] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.453184] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.453424] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.453681] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.453963] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.454238] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.454550] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.454876] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.455182] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.455451] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.455515] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.455780] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.455845] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.456084] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.456329] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.456401] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.456688] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.456921] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.457204] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.457453] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.457895] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.458185] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.458616] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.458856] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.459096] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.459390] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.459630] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.459894] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.460127] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.460358] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.460715] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.461008] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.461264] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.461707] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.462004] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.462316] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.462394] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.462673] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.462962] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.463216] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.463465] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.463712] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.463940] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.464226] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.464480] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.464728] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.464957] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.465205] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.465439] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.465513] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.465736] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.465970] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.466202] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.466435] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.466664] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.466910] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.466976] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.467208] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.467438] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.467738] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.468001] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.468235] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.468536] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.468790] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.469040] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.469274] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.469526] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.469611] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.469679] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.469910] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.470149] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.470434] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.470683] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.470916] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.471192] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.471419] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.471686] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.471955] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.472221] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.472491] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.472800] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.473061] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.473328] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.473615] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.473895] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.474133] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.474414] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.474646] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.474927] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.475155] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.475441] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.475670] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.475901] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.476133] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.476413] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.476660] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.476936] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.477000] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.477271] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.477502] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.477740] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.478032] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.478097] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.478341] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.478621] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.478862] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.478934] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.479206] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.479274] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.479544] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.479789] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.480025] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.480303] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.480553] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.480850] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.481128] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.481192] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.482093] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.482378] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.482931] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.483242] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.483602] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.483847] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.484088] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.484373] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.485322] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.485710] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.485941] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.486007] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.486232] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.486648] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.486885] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.487138] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-10T20:37:43.487391] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.487878] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.488168] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.488459] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.488685] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.488935] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.489178] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.489407] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.489843] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.490069] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.490302] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.490595] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.490661] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.490900] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.491196] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.491477] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.491551] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.491877] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.491952] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.492196] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.492477] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.492974] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.493217] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.493606] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.493844] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.494079] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.494153] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.494434] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.494730] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.494983] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.495216] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.495447] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.495933] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.496000] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.496266] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.496684] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.496922] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.497157] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.497601] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.497668] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.497940] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.498268] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.498732] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.498807] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.499086] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.499370] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.499825] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.500112] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.500366] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.500757] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.501009] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.501294] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.501599] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.501849] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.502138] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.502372] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.502618] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.502899] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.503174] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.503400] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.503675] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.503901] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.504180] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.504409] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.504698] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.504926] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.505200] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.505264] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.505480] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.505707] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.505973] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.506227] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.506503] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.506746] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.506979] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.507205] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.507460] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.507927] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.508169] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.508448] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.508515] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.508807] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.509063] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.509310] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.509603] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.509870] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.510147] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.510626] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.510917] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.511211] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.511277] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.511515] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.511772] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.512020] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.512094] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.512316] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.512379] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.512779] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.513017] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.513302] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.513533] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.513834] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.514073] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.514136] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.514368] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.514645] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.514946] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.515223] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.515288] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.515508] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.515772] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.516056] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.516287] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.516534] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.516797] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.517075] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.517353] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.517597] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.517662] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.517906] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.518244] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.518591] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.519123] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.519387] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.519639] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.520076] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.520349] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.520611] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.520848] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.521138] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.521408] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.521716] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.521952] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.522220] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.522491] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.522744] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.523045] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.523346] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.523636] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.523943] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.524186] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.524443] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.524509] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.524800] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.524869] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.525121] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.525191] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.525439] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.525739] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.526043] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.526111] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.526381] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.526640] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.526913] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.527166] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.527237] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.527511] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.527804] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.528071] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.528350] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.528608] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.528867] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.529191] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.529658] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.529729] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.530044] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.530114] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.530661] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.531015] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.531325] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.531850] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.532188] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.532614] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.532683] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.532972] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.533789] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.534133] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.534463] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.534532] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.534810] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.535132] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.535468] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.535548] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.535636] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.535705] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.535979] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.536303] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.536780] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.537048] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.537361] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.537899] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.538172] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.538457] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.538776] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.539095] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.539375] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.539694] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.539762] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.539819] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.540095] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.540165] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.540431] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.540500] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.540558] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.540844] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.541122] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.541450] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.541529] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.541609] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.541898] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.542223] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.542291] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.542348] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.542688] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.543006] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.543263] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.543742] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.544087] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.544361] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.544828] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.545121] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.545189] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.545419] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.545711] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.545960] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.546029] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.546267] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.546594] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.546828] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.547076] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.547309] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.547646] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.547975] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.548302] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.548594] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.548869] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.549164] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.549231] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.549491] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.549822] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.549889] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.549955] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.550283] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.550351] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.550627] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.550901] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.551265] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.552339] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.552787] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.553102] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.553398] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.553708] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.553956] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.554029] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.554307] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.554635] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.554895] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.555196] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.555461] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.555529] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.555817] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.555888] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.556179] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.556495] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.556728] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.557008] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.557292] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.557520] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.557818] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.557887] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.558164] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.558230] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.558536] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.558624] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.558904] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.559155] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.559412] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.559693] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.559758] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.559998] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.560277] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.560514] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.560781] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.561032] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.561312] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.561377] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.561435] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.561675] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.561941] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.562189] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.562474] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.562780] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.562846] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.563067] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.563305] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.563533] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.563804] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.564105] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.564423] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.564678] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.564967] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.565218] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.565498] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.565731] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.565989] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.566223] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.566492] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.566787] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.566853] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.567132] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.567383] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.567842] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.568136] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.568379] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.568619] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.568858] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.569116] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.569391] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.569707] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.569974] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.570235] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.570553] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.571078] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.571780] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.572391] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.572731] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.573074] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.573426] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.573737] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.574054] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.574391] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.574707] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.575013] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.575312] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.575380] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.575679] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.576038] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.576339] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.576602] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.576886] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.577130] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.577411] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.577644] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.577710] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.578036] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.578329] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.578600] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.578850] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.579100] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.579345] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.579591] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.579838] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.580121] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.580409] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.580689] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.580970] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.581264] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.581507] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.581818] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.582137] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.582454] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.582710] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.583014] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.583348] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.583719] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.584045] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.584336] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.584680] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.584943] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.585043] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.585371] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.585676] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.585972] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.586335] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.586688] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.587034] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.587375] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-10T20:37:43.587627] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.587917] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.588256] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.588546] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.588850] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.589134] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.589474] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.589766] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.590054] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.590344] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.590675] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.590743] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.591052] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.591397] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.591704] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.591961] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.592240] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.592588] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.592858] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.592953] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.593056] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.593326] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.593598] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.593677] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.594007] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.594269] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.594612] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.594866] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.595164] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.595471] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.595732] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.595991] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.596302] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.596561] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.596833] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.597082] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.597316] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.597597] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.597868] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.597936] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.598184] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.598431] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.598497] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.598777] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.598844] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.599122] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.599199] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.599449] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.599747] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.599829] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.600109] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.600344] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.600632] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.600874] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.601158] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.601414] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.601724] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.602020] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.602289] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.602367] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.602599] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.602835] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.603135] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.603452] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.603918] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.604211] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.604546] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.604883] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.605221] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.605499] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.605775] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.606086] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.606374] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.606604] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-10T20:37:43.606838] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.607083] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.607363] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.607456] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.607709] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.608038] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.608327] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.608614] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.608900] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.609266] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.609595] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.609944] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.610242] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-10T20:37:43.610504] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.610605] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.610929] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.611175] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.611418] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.611657] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.611921] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.612165] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.612416] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.612658] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.612903] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.613189] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.613470] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.613539] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.613842] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.614139] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.614393] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.614674] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.614951] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.615239] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.615476] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.615770] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.616041] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.616330] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.616611] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.616679] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.616902] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.617180] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.617454] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.617710] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.617998] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.618241] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.618473] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.618774] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.619034] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.619279] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-10T20:37:43.619597] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.619898] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.620203] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.620514] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.620781] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.621032] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.621280] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.621543] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.621817] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.622121] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.622360] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.622703] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.622798] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.623065] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.623360] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.623653] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.623957] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.624290] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.624559] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.624648] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.624975] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.625270] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.625537] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.625625] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.625916] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.626238] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.626481] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.626773] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.626850] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.626923] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.627167] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.627463] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.627713] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.627992] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.628285] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.628521] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.628773] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.629054] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.629288] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.629532] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.629616] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.629855] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.630105] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.630383] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.630615] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.630864] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.631145] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.631376] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.631440] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.631738] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.631804] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.632085] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.632366] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.632600] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.632925] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.633779] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.634056] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.634304] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.634596] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.634909] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.635169] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.635420] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.635671] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.635971] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.636255] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.636504] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.636813] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.637127] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.637193] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.637453] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.637751] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.638022] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.638271] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.638555] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.638809] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.639059] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.639341] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.639631] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.639886] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.640141] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.640217] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.640525] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.640965] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.641306] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.641595] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.641845] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.642085] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.642384] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.642660] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.642944] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.643269] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.643562] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.643870] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.643996] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.644357] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.644683] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.644998] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.645350] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.645650] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.646045] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.646371] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.646725] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.646828] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.646916] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.647258] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.647372] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.647696] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.648067] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.648164] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.648432] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.648543] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.648919] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.649237] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.649603] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.649951] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.650313] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.650423] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.650751] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.651080] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.651390] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.651745] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.652101] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.652445] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.652792] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.653092] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.653399] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.653761] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.654068] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.654422] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.654751] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.655104] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.655438] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.655824] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.656146] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.656522] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-10T20:37:43.656858] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.657199] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.657310] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.657646] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.657792] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.658092] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.658204] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.658540] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.658884] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.659177] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.659532] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.659880] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.660175] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.660472] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.660789] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.661081] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.661425] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.661738] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.662106] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.662476] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.662841] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.663132] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.663470] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.663827] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.664157] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.664482] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.664857] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.665229] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.665528] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.665877] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.665991] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.666328] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.666643] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.667010] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.667374] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.667757] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.668078] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.668190] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.668523] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.668916] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.669243] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.669595] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.669937] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.670275] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.670626] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.670930] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.671339] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.671732] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.672063] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.672438] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.672821] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.673149] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.673476] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.673871] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.674213] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.674535] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.674670] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.674995] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.675335] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.675712] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.676094] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.676564] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.676986] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.677309] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.677424] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.677746] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.678057] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.678419] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.678729] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.679072] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.679408] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.679749] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.680086] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.680435] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.680563] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-10T20:37:43.680941] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.681295] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.681606] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.681956] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.682268] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.682561] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.682929] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.683224] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.683564] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.683874] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.683989] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.684272] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.684654] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.685065] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.685482] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.685823] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.686203] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.686538] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.686932] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.687277] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.687616] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.688011] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.688411] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.688747] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.688859] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.689233] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.689600] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.689977] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.690322] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.690699] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.691055] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.691392] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.691763] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.692167] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.692620] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.693002] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.693335] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.693732] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.693842] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.693941] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.694275] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.694624] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.694962] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.695346] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.695687] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.696023] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.696371] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.696757] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.697126] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.697505] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.697918] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.698238] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.698611] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.698952] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.699270] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.699603] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.699908] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.700264] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.700356] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.700701] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.701064] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.701381] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.701756] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.702104] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.702423] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.702753] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.703088] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.703386] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.703751] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-10T20:37:43.704093] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.704439] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.704732] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.705044] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.705131] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.705416] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.705706] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.706034] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.706126] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.706458] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.706757] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.706863] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.707227] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.707596] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.707923] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.708232] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.708592] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.708947] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.709281] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.709655] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.710046] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.710418] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.710731] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.711071] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.711185] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.711501] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.711896] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.712266] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.712607] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.712889] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.713178] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.713253] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.713523] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.713873] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.714152] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.714468] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.714727] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.714998] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.715065] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.715368] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.715679] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.716006] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.716314] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.716387] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.716653] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.716998] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.717277] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.717591] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.717863] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.718177] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.718492] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.718784] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.719096] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.719414] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.719747] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.720091] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.720448] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.720775] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.721119] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.721449] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.721773] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.722148] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.722256] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.722617] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.722934] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.723311] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.723419] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.723728] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.724042] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.724159] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.724502] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.724836] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.725169] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.725443] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.725520] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.725869] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.726151] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.726482] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.726784] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.727046] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.727114] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.727172] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.727477] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.727784] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.728127] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.728412] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.728730] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.729081] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.729386] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.729654] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.729729] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.730052] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.730338] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.730663] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.730941] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.731219] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.731477] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.731731] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.732016] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.732294] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.732610] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.732876] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.733202] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.733562] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.733902] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.734217] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.734528] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.734913] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.735915] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.736267] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.736616] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.736936] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.737289] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.737667] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.738007] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.738332] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.738699] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.739065] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.739190] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.739512] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.739651] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.740015] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.740386] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.740699] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.741047] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.741343] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.741649] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.742004] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.742353] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.742658] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.743012] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.743340] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.743707] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.744021] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.744339] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.744450] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.744810] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.745133] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.745453] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.745565] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.745915] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.746291] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.746656] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.747019] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.747387] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.747496] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.747899] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.748268] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.748610] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.748950] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.749276] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.749612] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.749963] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.750317] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.750686] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.750794] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.751084] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.751504] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.751912] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.752269] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.752369] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.752661] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.752968] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.753093] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.753439] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.753791] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.754138] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.754478] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.754787] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.755148] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.755499] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.755862] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.755974] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.756072] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.756355] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.756696] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.757021] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.757131] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.757437] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.757551] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-10T20:37:43.757932] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.758043] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.758145] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.758507] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.758653] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.759026] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.759412] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.759799] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.760146] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.760486] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.760891] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.761233] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.761616] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.761938] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.762301] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.762414] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.762776] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.764949] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.765314] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.765690] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.766007] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.766362] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.766462] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.766546] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.766891] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.766999] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.767308] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.767412] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.767806] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.767921] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.768245] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.768616] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.768951] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.769294] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.769674] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.769980] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.770060] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.770367] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.770668] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.770943] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.771024] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.771297] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.771625] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.771958] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.772281] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.772546] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.772877] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.773196] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.773461] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.773777] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.774089] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.774156] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.774404] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.774709] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.775014] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.775337] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.775617] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.775894] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.776214] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.776532] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.776876] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.777194] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.777497] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.777833] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.778164] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.778442] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.778746] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.779054] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.779424] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.779701] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.779961] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.780286] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.780597] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.780892] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.781004] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.781350] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.781689] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.781951] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.782196] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.782488] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.782564] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.782863] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.783165] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.783424] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.783497] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.783757] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.784052] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.784308] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.784609] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.784886] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.785164] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.785498] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.785832] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.786179] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.786454] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.786522] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.786609] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.786902] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.787190] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.787532] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.787824] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.787919] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.788237] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.788502] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.788842] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.789178] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.789497] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.790197] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.790499] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.790788] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.791125] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.791405] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.791756] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.792070] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.792359] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.792646] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.792756] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.793094] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.793499] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.793876] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.794011] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.794390] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.794750] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.795114] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.795461] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.795544] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.795641] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.795985] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.796510] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.796806] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.797085] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.797356] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.797664] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.798010] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.798354] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.798670] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.799002] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.799296] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.799620] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.799957] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-10T20:37:43.800236] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.800511] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.800799] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.801112] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.801401] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.801685] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.802061] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.802492] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.802902] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.803271] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.803660] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.804047] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.804383] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.804748] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.805094] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.805421] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.805838] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.805954] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.806299] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.806612] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.806949] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.807292] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.807393] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.807673] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.808050] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.808445] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.808819] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.809146] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.809456] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.809816] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.810123] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.810425] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.810782] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.811080] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.811428] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.811746] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.812046] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.812348] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.812654] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.813002] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.813329] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.813444] [DEBUG] [LOCAL     ] Loaded configuration for DBD: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.813788] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.814103] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.814474] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.814842] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.815190] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.815301] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.815428] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.815769] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.816149] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.816606] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.817015] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.817393] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-10T20:37:43.817712] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.818104] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.818468] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.818893] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.819222] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.819544] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.819971] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.820325] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.820435] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.820777] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.820888] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.821232] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.821342] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.821693] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.821999] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.822305] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.822630] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.822926] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.823037] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.823383] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.823494] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.823895] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.824194] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.824541] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.825007] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.825385] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.825707] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.826047] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.826418] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.826783] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.827110] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.827231] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.827539] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.827953] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.828257] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.828553] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.828966] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.829325] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.829631] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.829988] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.830352] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.830675] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.830784] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.831156] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.831562] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.831955] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.832291] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.832649] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.833031] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.833351] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.833671] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.834073] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.834438] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.834801] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.835171] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.835491] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.835897] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.836287] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.836398] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.836710] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.837029] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.837144] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.837490] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.837904] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.838289] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-10T20:37:43.838623] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.838736] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.839108] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.839253] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.839355] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.840473] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.840829] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.841175] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.841474] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.841802] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.842145] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.842433] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.842702] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-10T20:37:43.842784] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.842843] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.843174] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.843449] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.843772] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.843852] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.844150] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.844439] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.844792] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.845072] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.845466] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.845852] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.845966] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.846325] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.846439] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.846757] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.847070] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.847374] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.847486] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.847832] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.848186] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.848541] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.848679] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.848960] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.849246] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.849533] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.849668] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.849949] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.850295] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.850650] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.850993] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.851104] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.851388] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.851729] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.852028] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.852317] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.852611] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.852956] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.853079] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.853367] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.853675] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.854019] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.854429] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.854541] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.854924] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.855282] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.855683] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.856030] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.856357] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.856696] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.857028] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.857390] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.857710] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.858137] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.858256] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-10T20:37:43.858605] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.858980] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.859095] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.859462] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.859812] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.860168] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.860331] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.860674] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.861022] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.861368] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.861721] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.862020] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.862289] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.862609] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.862871] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.863190] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.863476] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.863783] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.864092] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.864403] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.864680] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.864951] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.865264] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.865541] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.865878] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.866234] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.866545] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.866832] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.867142] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.867398] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.867494] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.867784] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.868108] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.868206] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.868283] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-10T20:37:43.868552] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.868836] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.869143] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.869420] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.869684] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.869949] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.870259] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.870343] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.870642] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.870944] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.871205] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.871513] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.871848] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.872125] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.872430] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.872685] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.872767] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.873037] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.873300] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.873598] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.873918] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.874245] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.874565] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.875024] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.875302] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.875649] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.875926] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.876252] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.876541] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.876892] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.877183] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.877487] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.877856] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.877963] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.878073] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.878171] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-10T20:37:43.878514] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.878830] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.879113] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.879433] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.879728] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.880058] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.880367] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.880653] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.880978] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.881301] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.881629] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.881952] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.882285] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.882384] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.882653] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.882931] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.883208] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.883500] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.883628] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.883951] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.884049] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.884368] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.884697] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.884973] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.885271] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.885565] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.885886] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.886213] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.886493] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.886804] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.887136] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.887408] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.887507] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.887860] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.888177] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.888505] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.888861] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.889150] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.889482] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.889797] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.890161] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.890462] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.890755] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.890856] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.890947] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.891219] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.891513] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.891817] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.892147] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.892480] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.892803] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.893085] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.893369] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.893670] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.893951] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.894336] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.894685] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.895039] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.895144] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.895499] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.895836] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.896142] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-10T20:37:43.896262] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.896618] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.896969] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.897283] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.897629] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.898010] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.898417] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.898755] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.899074] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.899391] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.899746] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.899871] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.900213] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.900622] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.901042] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.901383] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.901490] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.901833] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.901938] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.902294] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.902610] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.902905] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.903187] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.903529] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.903663] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.903954] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.904055] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-10T20:37:43.904400] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.904762] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.904865] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.905192] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.905293] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.905563] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.905692] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.905982] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.906084] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.906439] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.906737] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.907113] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.907476] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.907849] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.908221] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.908563] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.908964] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.909293] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.909687] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.910027] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.910142] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.910460] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.910878] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.911230] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.911553] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.911910] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.912249] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.912635] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.912745] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.913131] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.913465] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.913776] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.914114] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.914461] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.914760] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.915067] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.915409] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.915716] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.916055] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.916380] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.916696] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.916981] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.917258] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.917617] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.917973] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.918329] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.918635] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.918939] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.919262] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.919603] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.919906] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.920261] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.920543] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.920879] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.920959] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.921281] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.921557] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.921917] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.922224] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.922528] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.922828] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.923088] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.923347] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.923651] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.923986] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.924306] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.924623] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.924712] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.924969] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.925050] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.925299] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.925615] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.925918] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.926194] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.926490] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.926752] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.927024] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.927315] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.927613] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.927896] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.928214] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.928497] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.928788] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.929100] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.929406] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.929660] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.929931] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.930236] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.930524] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.930789] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.930857] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.931125] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.931423] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-10T20:37:43.931712] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.931981] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.932274] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.932596] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.932890] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.933193] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.933262] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.933538] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.933862] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.934200] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.934510] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.934852] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.935159] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.935254] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-10T20:37:43.935564] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.935900] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.936220] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.936483] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.936799] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-10T20:37:43.936870] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.937127] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.937433] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.937503] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.937836] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.938135] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.938505] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.938878] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.939206] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.939489] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.939753] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.940105] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.940398] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.940694] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.941041] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.941133] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.941412] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.941689] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.942042] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.942349] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.942679] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.943004] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.943278] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.943565] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.943889] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.944191] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.944492] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.944779] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.945076] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.945145] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.945406] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-10T20:37:43.945671] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.945934] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.946249] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.946515] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.946978] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.947048] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.947107] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.947378] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.947678] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.948018] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.948281] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.948607] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-10T20:37:43.948919] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.949199] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.949460] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.949528] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.949608] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.949867] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.950129] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.950487] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.950756] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.951032] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.951319] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.951388] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.951642] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.951923] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.952211] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.952279] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.952541] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.952903] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.952974] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.953032] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.953341] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.953652] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.953931] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.954242] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.954500] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.954761] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.954841] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.954900] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.955183] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.955497] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.955819] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.956150] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.956414] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.956698] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.957011] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.957287] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.957599] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.957860] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.958138] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.958459] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.958567] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.958945] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.959262] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.959365] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.960268] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.960651] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.961016] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-10T20:37:43.961334] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.961643] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.961966] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.962257] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.962592] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.962857] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.963202] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.963505] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.963803] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.964150] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.964482] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.964761] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.965120] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.965455] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.965830] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.966246] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.966360] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.966732] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.966843] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.966928] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.967273] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.967625] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.967999] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.968387] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.968502] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.968860] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.969221] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.969601] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.969929] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.970184] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-10T20:37:43.970452] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.970717] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.970981] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.971272] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.971559] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.971877] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.972159] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.972427] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.972499] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.972558] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.972884] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-10T20:37:43.973158] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.973447] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.973775] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.974057] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.974378] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.974670] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.974951] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.975259] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.975526] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.975885] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.975965] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.976267] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.976621] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.976949] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.977021] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.977302] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.977372] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.977690] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-10T20:37:43.978081] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.978449] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-10T20:37:43.978790] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.979195] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.979615] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.979990] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.980620] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.980949] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.981043] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.981328] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-10T20:37:43.981615] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-10T20:37:43.981916] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.982218] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.982526] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.982639] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.982702] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.983018] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.983782] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.984064] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-10T20:37:43.984381] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.984663] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.984915] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-10T20:37:43.985198] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.985452] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.985710] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.986040] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.986361] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.986639] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.986977] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.987294] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.987623] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.987979] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.988305] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.988623] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-10T20:37:43.988974] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-10T20:37:43.989249] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.989519] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-10T20:37:43.989830] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.990107] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-10T20:37:43.990411] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.990675] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-10T20:37:43.990743] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.990981] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-10T20:37:43.991240] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-10T20:37:43.991306] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-10T20:37:43.991536] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.991834] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.992145] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-10T20:37:43.993931] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.994242] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-10T20:37:43.994346] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-10T20:37:43.994673] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-10T20:37:43.995020] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-10T20:37:43.995358] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.995649] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-10T20:37:43.995922] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-10T20:37:43.996629] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-10T20:37:43.997168] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-10T20:37:43.997508] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.998028] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-10T20:37:43.998412] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-10T20:37:43.998771] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.999069] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.999334] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-10T20:37:43.999620] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-10T20:37:43.999705] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-10T20:37:44.000027] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-10T20:37:44.000344] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.000605] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.000906] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.001183] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.001478] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.001776] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.002042] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.002718] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.002815] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.003118] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.003453] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.003797] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.004144] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.005264] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.005629] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.006065] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-10T20:37:44.006424] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.006761] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.007102] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.007446] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.007845] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.008186] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.008516] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.008867] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.009182] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-10T20:37:44.009292] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.009389] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.009750] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-10T20:37:44.009874] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.010236] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.010344] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.010916] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.011249] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.011593] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.011706] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.012354] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.012746] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.013086] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.013422] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-10T20:37:44.013811] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.015943] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.016563] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.016975] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.017387] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.017809] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.018174] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.018509] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.018850] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.019178] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.019611] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.020020] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.020414] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.020823] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.022538] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.023588] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.023922] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.024444] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.024807] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.025170] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-10T20:37:44.025259] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.025604] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.025678] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.025975] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.026465] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.026868] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-10T20:37:44.027238] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.027652] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.028061] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.028472] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.028886] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.029290] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.029661] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.029985] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.030071] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.030349] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.030424] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.030739] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.031063] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.031411] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.031777] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.032089] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.032388] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.032703] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.033057] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.033362] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.033782] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.034199] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-10T20:37:44.034557] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.034950] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.035266] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.035559] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.035905] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.036261] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.036623] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.036965] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.037276] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.037617] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-10T20:37:44.037981] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-10T20:37:44.038293] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.038673] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.038991] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.039352] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.039468] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.039769] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-10T20:37:44.040118] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.040482] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.040820] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.041185] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.041311] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.041678] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.042127] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.042504] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.042919] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.043322] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.043714] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.044068] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.044412] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.044788] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.045259] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.045611] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.045954] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.046265] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.046649] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.046729] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.047065] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.047340] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.047625] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.047979] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-10T20:37:44.048093] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.048410] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.048825] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.049145] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.049255] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.049629] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.050003] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.050328] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.050666] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.050996] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.051357] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.051724] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.052093] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-10T20:37:44.052208] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.052596] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.052969] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.053281] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.053663] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.054030] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.054402] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.054518] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.054872] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.055232] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.055548] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.055688] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.056171] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-10T20:37:44.056553] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.056914] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.057256] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.057699] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.057838] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.058181] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.059212] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.059613] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.059991] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.060315] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.060702] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.060821] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.061182] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.061508] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.061888] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.062210] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.062556] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.062688] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.062780] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-10T20:37:44.063071] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-10T20:37:44.063433] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.063763] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.064087] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.064459] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.064863] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.065179] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.065654] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-10T20:37:44.066047] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-10T20:37:44.066847] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-10T20:37:44.067195] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.068274] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.068647] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.069043] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.069162] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.069512] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.069911] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.070259] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.070375] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.071053] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.071458] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.071931] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.072404] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.072853] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.073192] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.073600] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.073946] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.074279] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-10T20:37:44.074667] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.075022] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.075418] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.075532] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-10T20:37:44.075675] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.076058] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.076392] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.076791] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.077234] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.077593] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.078322] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.078789] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.079127] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.079461] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.079892] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.080240] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.080607] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.080962] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.081390] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.082425] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.084092] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.084842] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.085227] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-10T20:37:44.085652] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-10T20:37:44.086028] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.086436] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.086790] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.087190] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.087538] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.088003] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.088450] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.088931] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.089043] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.089454] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.089874] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.090286] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.090667] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.091184] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.091545] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.092154] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.092552] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.092968] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.093108] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.093614] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.094015] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.094365] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.094706] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.094822] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-10T20:37:44.094923] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.095453] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.095842] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.096218] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.096570] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.097042] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.097451] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.097848] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-10T20:37:44.098204] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-10T20:37:44.098600] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.098964] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.099338] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.099734] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.100147] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.100539] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.101022] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.101437] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.101849] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.102300] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.102738] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.103192] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.103651] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.104012] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.104140] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.104520] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.104981] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.105345] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.105776] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.106711] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.107688] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.108137] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.110507] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.110820] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.111465] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.111908] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.114465] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.115012] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.115495] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.115906] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.116267] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.116401] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.116759] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.117122] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.117437] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.118251] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.118356] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.118708] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.119160] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.119281] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.119653] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.120108] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.120442] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.121052] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-10T20:37:44.121169] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.121570] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.121709] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.122065] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.122478] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.122876] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.123202] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.123594] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-10T20:37:44.124775] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.126554] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.126682] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.127184] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.128106] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.128822] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.129362] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.130359] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.131827] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-10T20:37:44.135848] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-10T20:37:44.136568] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.136975] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.137407] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.138242] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-10T20:37:44.138737] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.139241] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.139710] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.140128] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.140603] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.141615] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.142001] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-10T20:37:44.142298] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.142753] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.143064] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.143888] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.144291] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.144911] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.145017] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.145395] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.145730] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.146160] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.148162] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.148888] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.149363] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.149851] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-10T20:37:44.150909] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.151308] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.151854] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.152856] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.153705] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.156732] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.157211] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.157895] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.158286] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.159821] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-10T20:37:44.159938] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.160841] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.161809] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.164698] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.165841] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-10T20:37:44.166634] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.167031] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.167372] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.167473] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.168051] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.168455] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.168912] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-10T20:37:44.169027] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.169672] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.170077] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.170224] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.170701] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.171074] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.171422] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.171925] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.172278] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.172626] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.173374] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.174032] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.174522] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.174939] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.178111] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.178704] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.180037] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.180154] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.181815] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-10T20:37:44.182948] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.184028] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-10T20:37:44.185966] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.188056] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.189008] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.189631] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.190096] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.190785] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.191274] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.191661] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.193037] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.193735] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.194210] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.194652] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-10T20:37:44.195057] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.195491] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.195892] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-10T20:37:44.196429] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.196791] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.197169] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.197540] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.197927] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.199716] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.200998] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.201738] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.202301] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.203045] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.203181] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.203267] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.204004] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.204117] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.205108] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.206314] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.206968] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.207305] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.207748] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.208264] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.208738] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.209171] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.209548] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.211731] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.213623] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.213889] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.214301] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.214696] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.217464] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.218538] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.220277] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.220668] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.223384] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.231128] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.231776] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.235916] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-10T20:37:44.236877] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.237400] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.238180] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.247947] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.257925] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-10T20:37:44.262394] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.264446] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.264954] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-10T20:37:44.265368] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.266265] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.266803] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.267172] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.267919] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.268031] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.268484] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.268925] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.269765] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.270567] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.270956] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.271619] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.272163] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.272541] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.272930] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.273337] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.273848] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.273965] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.274933] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.275395] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.275767] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.276214] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.276757] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.276871] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.277297] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.277847] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.279708] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.280173] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.281473] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-10T20:37:44.282730] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.283297] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.284123] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.284511] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.285083] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.285451] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.285858] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.286277] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.286668] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.287067] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.287171] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.287508] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.291060] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.292049] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.292490] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.292636] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.293202] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.293316] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.294018] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.294467] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.295120] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.295604] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.295729] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.296496] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-10T20:37:44.297024] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.297138] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.297240] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-10T20:37:44.297667] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.301103] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.301871] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.302689] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.302788] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-10T20:37:44.304561] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.305556] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.306118] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-10T20:37:44.306629] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-10T20:37:44.308727] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.309254] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.313266] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.313986] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.314105] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.314642] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.315134] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.315253] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.316181] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-10T20:37:44.316702] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.317786] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-10T20:37:44.318485] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.319032] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-10T20:37:44.319358] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.319767] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.320270] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.321041] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.321619] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.322008] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.322433] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.322829] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-10T20:37:44.322947] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-10T20:37:44.323363] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.323819] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.324206] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-10T20:37:44.324621] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.325078] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-10T20:37:44.325511] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.326016] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.326491] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.326635] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.327034] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-10T20:37:44.327438] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.327870] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.327998] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-10T20:37:44.328333] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.328671] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-10T20:37:44.329035] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.331924] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.332947] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-10T20:37:44.333618] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.333996] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-10T20:37:44.334097] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.334471] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.334886] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-10T20:37:44.335254] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.335616] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-10T20:37:44.336021] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-10T20:37:44.336143] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-10T20:37:44.336459] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-10T20:37:44.337143] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.337254] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-10T20:37:44.337655] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-10T20:37:44.338175] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-10T20:37:44.338528] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.338886] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-10T20:37:44.339416] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-10T20:37:44.339739] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-10T20:37:44.340135] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-10T20:37:44.340237] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-10T20:37:44.342379] [INFO ] [LOCAL     ] Saved consolidated report: 3605 forecasts -> ./output/forecasts/full/2025-12-11.txt
[2025-12-10T20:37:44.342461] [INFO ] [sig       ] [42/42] Successfully generated report for 2025-12-11: 3605 entries
[2025-12-10T20:37:44.342497] [INFO ] [sig       ] ==================================================
[2025-12-10T20:37:44.342528] [INFO ] [sig       ] Report generation complete: 42/42 reports succeeded
[2025-12-10T20:37:45.248433] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-10T20:37:45.248734] [INFO ] [sig       ] Email notification sent
[2025-12-10T20:37:45.249390] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-10T20:37:45.249590] [INFO ] [STATE     ] Last completion updated: 2025-12-10T20:37:45.249451